Image Retrieval

Author

Steven Ndung’u et al.

Published

September 17, 2024

Model Evaluation COSFIRE Filters Approach


Introduction

We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).

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The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).

Tip

tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.


The results in this presentation are from two experimental designs:

The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.

Code 
#%%
layer_vsn = 'v3_layers'

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 48

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 83.14 83.52 82.55 82.20 82.99 83.38 83.77 83.55 82.69 82.96 86.33 83.70 86.44 80.85 81.34 84.95 82.33 84.20 82.31 82.80 80.41 80.57 83.57 79.97 80.02 79.61
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 85.35 86.20 81.50 84.77 84.24 83.00 83.04 85.68 85.70 84.58 85.11 85.32 83.82 85.23 86.37 85.60 85.09 84.53 84.63 85.17 83.31 80.24 83.16 81.43 83.97 80.90
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 84.70 83.38 82.16 83.69 84.62 84.77 84.11 85.70 86.44 85.39 84.20 85.59 84.83 83.70 83.83 85.88 83.47 84.73 83.90 84.79 83.02 82.28 84.09 82.59 83.42 82.60
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 19.49 84.82 82.30 82.95 83.02 85.42 87.26 86.90 85.11 86.12 86.28 87.93 85.93 85.76 83.50 87.40 19.49 83.74 84.63 86.05 82.46 81.86 84.58 83.16 83.87 19.49
48 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 81.93 83.91 82.50 83.01 81.48 84.40 79.96 81.87 85.66 84.35 82.75 81.37 82.47 81.66 84.13 82.81 83.91 84.51 84.29 84.71 84.13 82.00 80.36 81.88 82.60 81.36
49 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.71 84.41 82.84 86.38 83.42 85.92 85.35 84.26 86.00 83.36 85.58 84.51 85.79 84.83 84.89 84.89 85.19 84.66 85.48 87.72 83.02 83.68 82.88 81.91 84.89 83.07
50 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 82.84 85.71 85.84 83.43 84.26 85.27 85.08 85.59 85.67 86.76 85.82 84.30 84.41 84.26 83.17 85.46 84.86 86.32 86.21 85.37 80.99 83.21 83.63 84.09 81.82 83.88
51 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 84.38 81.23 85.05 84.77 83.76 86.20 84.88 84.68 84.81 84.06 84.09 83.72 86.30 84.62 85.54 86.22 85.94 85.13 83.73 84.47 81.68 82.09 80.68 81.14 84.88 84.84
80 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 84.09 83.36 82.93 85.19 81.97 84.28 86.10 85.09 82.94 81.83 85.57 84.79 85.34 82.75 84.00 85.05 84.73 84.81 85.14 82.66 83.20 81.02 80.52 82.26 82.83 78.13
81 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 80.75 82.78 84.33 82.43 82.66 85.22 85.26 84.26 86.59 84.45 85.93 86.01 85.18 83.06 84.83 85.18 86.67 86.13 84.33 85.83 83.47 83.13 83.30 81.64 82.88 82.70
82 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 81.89 83.38 81.49 83.34 84.89 83.32 84.48 84.61 84.86 85.87 86.09 84.01 84.07 86.22 83.01 87.22 84.91 85.23 84.66 83.27 82.72 82.34 81.52 83.92 83.69 80.84
83 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 84.96 84.60 85.28 85.31 84.89 84.99 85.60 85.54 85.01 83.93 87.34 87.49 85.47 84.87 85.62 87.11 83.21 85.11 84.20 86.69 82.69 83.59 83.95 82.86 86.75 82.91
112 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 82.22 84.97 83.96 84.00 84.37 83.66 80.86 85.22 85.02 84.23 83.85 85.96 86.82 85.62 83.07 86.09 83.92 83.41 86.48 85.21 83.30 82.21 83.91 82.33 82.60 84.37
113 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 84.58 85.71 85.98 85.08 84.26 86.45 85.69 84.78 86.14 85.49 85.83 84.44 84.92 84.76 86.50 84.07 85.36 85.71 86.90 85.95 83.50 84.67 83.63 84.10 81.74 83.60
114 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 84.05 83.93 82.66 83.05 84.26 84.86 84.58 86.39 86.58 85.66 85.14 84.53 85.91 86.50 84.73 85.19 84.95 86.55 85.22 85.43 85.48 82.63 83.27 81.19 86.69 82.82
115 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 85.39 85.09 83.20 84.54 83.55 84.65 85.39 86.31 86.53 86.18 86.59 86.73 83.26 85.10 86.96 87.19 83.86 85.74 85.76 85.28 83.60 80.97 85.15 83.76 84.01 84.62
144 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 81.90 80.70 82.24 83.49 83.58 84.36 85.33 85.59 85.17 84.88 86.11 85.39 85.83 82.98 82.71 86.63 83.22 83.36 85.57 85.20 83.30 83.76 83.32 83.05 80.42 84.16
145 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 86.08 84.01 84.40 84.96 85.21 83.84 85.99 86.69 86.31 86.30 86.43 86.68 84.83 87.18 85.40 85.96 84.00 86.54 84.44 85.62 84.98 82.19 83.69 80.04 84.93 83.23
146 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 85.24 83.15 85.24 85.69 84.57 85.30 87.21 84.68 85.96 85.57 84.68 87.33 85.77 84.41 84.28 83.36 85.57 86.63 84.83 86.46 84.72 82.03 83.58 82.00 83.43 81.69
147 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 84.67 85.69 84.25 85.39 85.36 86.10 86.89 84.45 86.68 86.79 86.35 85.43 85.42 86.62 86.09 87.46 84.75 84.95 86.93 87.91 83.41 84.03 83.73 84.37 84.72 85.57
176 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 83.07 84.03 84.05 82.91 82.48 85.40 86.44 79.17 83.27 85.12 86.52 85.56 84.43 82.88 82.83 83.83 85.14 85.28 84.25 87.88 84.16 81.50 84.58 81.91 80.58 80.95
177 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 84.17 84.84 85.96 84.42 83.99 85.99 86.22 86.86 85.18 85.14 82.63 87.54 87.59 85.40 85.67 86.27 88.69 87.22 85.90 84.17 82.81 83.34 83.16 82.83 85.93 84.27
178 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 82.59 84.78 84.61 84.27 84.26 84.82 85.41 84.76 86.86 84.96 84.47 86.39 85.77 85.59 84.06 86.24 86.53 86.52 85.39 85.96 82.42 83.96 84.89 82.56 82.19 84.06
179 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 83.47 86.11 85.43 83.46 86.06 84.58 83.71 87.94 86.77 87.07 86.01 86.33 85.25 85.03 84.57 86.89 85.39 85.37 85.39 85.55 83.64 84.93 82.94 83.24 82.66 84.95
208 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 83.99 83.39 83.75 86.13 83.76 83.74 84.57 84.31 84.40 85.41 85.14 85.93 86.17 85.26 85.31 87.66 84.38 84.02 86.73 85.69 81.81 82.33 84.57 83.23 83.89 86.03
209 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 84.39 85.13 85.64 84.81 85.12 85.14 85.52 83.94 86.05 85.03 86.91 86.39 85.13 85.35 85.73 87.39 84.66 83.53 86.48 86.62 84.50 83.80 83.89 85.87 85.34 84.19
210 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 83.61 82.63 83.26 85.81 81.79 83.62 84.79 84.68 85.64 85.95 85.02 85.09 85.51 86.15 83.92 83.20 84.50 84.38 84.28 85.83 81.77 82.70 83.74 83.98 81.83 83.76
211 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 86.42 84.63 86.47 86.06 84.13 85.87 85.69 86.25 85.13 85.69 85.38 84.61 85.97 85.63 86.25 86.76 85.49 84.74 86.34 86.46 81.46 82.44 84.70 84.91 84.65 82.93
240 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 82.63 83.01 82.08 82.56 83.09 85.08 85.67 81.92 87.74 86.93 83.55 85.56 84.37 83.52 87.06 85.26 84.02 83.75 85.53 85.36 81.43 83.27 84.54 83.46 80.74 84.26
241 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 82.08 83.87 84.66 84.81 83.52 85.37 85.15 81.46 86.89 85.06 84.46 86.10 83.36 83.16 85.59 83.59 84.12 85.26 85.29 86.22 83.88 82.34 85.83 84.48 85.46 82.92
242 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 84.92 84.47 82.80 85.35 83.38 84.91 83.98 86.65 86.11 85.58 87.25 84.03 84.22 84.46 85.77 85.31 84.23 87.48 84.69 86.47 83.05 83.95 81.85 83.48 82.00 84.93
243 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 83.71 83.09 80.92 85.01 83.70 82.90 85.89 83.54 83.56 85.17 84.51 83.57 85.21 85.40 85.04 85.21 85.03 84.61 85.57 85.38 83.18 83.25 85.23 82.15 84.35 84.36
272 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 85.00 82.64 84.75 83.83 85.20 84.74 85.22 83.62 85.81 86.01 83.77 84.19 83.69 80.87 84.06 84.92 83.15 83.85 86.98 83.29 82.70 81.86 82.38 82.86 83.61 82.39
273 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 83.57 86.05 85.40 84.99 85.35 84.17 84.05 85.65 84.75 86.47 85.29 84.80 85.06 85.95 82.74 87.61 87.45 86.55 84.77 85.13 82.61 80.68 83.58 83.41 84.81 83.06
274 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 82.24 83.43 82.70 84.75 83.67 86.26 83.71 81.29 86.66 85.77 85.49 85.57 83.66 83.69 86.48 84.14 85.40 84.30 84.98 83.36 82.77 83.63 86.31 82.08 84.31 84.58
275 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 85.24 84.81 83.55 83.88 85.47 84.25 83.48 84.79 83.93 85.51 86.96 85.29 86.05 84.59 85.99 86.22 84.73 83.71 84.91 86.21 81.52 81.40 82.48 84.47 86.27 81.13
304 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 82.09 84.41 80.45 83.05 83.43 82.96 83.05 83.68 82.01 82.36 84.05 84.31 82.27 82.52 84.60 83.12 82.65 83.20 84.37 84.47 80.55 82.36 82.11 83.65 84.94 82.48
305 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 83.51 84.21 85.15 81.99 85.30 86.36 86.56 85.85 85.95 86.51 84.44 85.28 86.17 84.32 83.66 86.09 85.15 85.00 87.70 85.63 83.25 82.54 82.97 83.24 83.47 80.56
306 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 83.38 86.20 83.84 83.56 81.67 83.36 85.50 85.89 82.32 83.56 86.02 85.33 85.25 84.36 85.17 85.57 82.04 84.79 85.63 85.93 81.19 81.83 82.81 82.64 82.47 81.27
307 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 84.67 84.68 85.92 81.79 84.37 88.00 84.31 86.31 85.45 82.21 86.81 85.61 85.40 86.64 83.31 86.37 87.04 84.94 85.56 85.23 84.56 81.51 82.50 83.06 80.07 83.19
336 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 83.42 85.17 84.04 84.39 83.66 82.92 83.31 86.35 84.01 83.77 85.35 84.66 85.64 83.40 83.46 82.35 84.02 84.94 84.04 84.89 83.09 83.80 82.65 82.60 82.34 82.36
337 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 82.52 85.74 86.49 85.71 86.35 86.40 84.46 85.63 86.44 84.25 86.93 84.64 83.95 84.45 86.27 84.60 85.82 83.74 85.97 84.65 82.99 83.32 83.51 82.95 84.82 85.06
338 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 83.43 84.14 85.65 82.32 83.73 85.98 83.54 83.30 85.43 84.38 85.87 86.54 84.48 86.21 85.13 86.92 87.53 87.29 85.17 86.58 84.72 84.20 84.06 84.37 82.04 82.52
339 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 83.48 85.02 85.75 83.82 83.00 85.19 85.66 85.29 85.72 87.36 87.22 85.08 85.99 85.18 85.90 86.12 85.88 84.60 85.68 84.01 83.65 84.79 83.78 85.86 84.53 84.34
368 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 81.64 81.22 81.72 84.96 82.16 85.45 85.04 80.69 85.75 76.65 86.02 84.71 85.00 83.44 81.92 79.90 84.43 83.11 84.34 82.22 83.62 81.39 84.17 69.47 84.18 82.20
369 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 86.01 83.70 82.92 82.98 84.87 86.09 84.95 85.23 85.02 86.44 86.90 83.74 83.63 84.45 85.25 86.04 86.62 86.02 86.49 87.33 83.61 84.12 82.15 83.49 81.85 82.79
370 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 84.94 85.09 84.69 81.74 82.75 85.12 85.54 86.01 85.36 85.84 86.23 87.32 84.00 86.32 85.59 87.23 84.75 84.55 86.70 85.93 83.03 81.26 81.87 82.54 85.28 86.20
371 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 84.08 83.18 86.07 87.13 85.45 86.03 84.97 86.97 86.76 85.76 86.02 85.03 82.71 85.11 84.92 84.54 84.96 88.92 86.69 84.83 84.26 83.78 86.55 83.60 81.44 81.67
400 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.44 83.69 81.54 82.05 79.05 84.36 85.65 83.21 83.19 86.08 84.92 85.43 86.15 84.91 85.03 86.43 81.76 85.40 84.34 87.43 84.48 83.49 80.51 81.03 83.20 81.88
401 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 81.75 85.62 84.40 82.68 84.17 85.84 86.35 86.67 86.30 85.56 86.79 86.20 86.50 84.99 85.02 87.67 84.71 85.82 84.28 87.17 85.97 81.89 85.32 83.49 84.11 84.08
402 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 84.03 84.66 84.26 85.02 85.23 86.47 86.74 84.32 86.30 84.76 87.25 85.75 86.93 85.62 83.80 85.98 86.12 86.84 84.10 87.80 84.08 83.60 82.09 83.45 84.36 85.01
403 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 84.82 83.85 84.76 83.89 84.52 85.03 85.38 84.82 83.74 86.45 88.31 88.19 86.04 84.40 86.94 86.47 86.08 86.89 86.32 87.09 84.84 84.59 80.35 83.31 80.64 85.02
432 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 82.72 83.89 83.30 83.77 83.57 82.86 83.67 82.81 83.29 82.30 86.40 84.17 86.21 85.23 83.29 86.23 84.89 84.34 84.58 84.86 83.17 83.52 81.63 82.17 81.59 81.47
433 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 86.63 84.66 84.21 86.42 83.49 87.18 84.43 87.19 86.20 85.50 86.15 84.03 88.26 86.06 84.34 86.74 85.35 86.03 85.38 86.34 83.95 85.77 83.46 85.42 80.20 84.89
434 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 83.33 87.82 84.82 86.41 85.21 86.46 84.59 85.63 85.11 85.94 84.70 85.65 84.70 85.07 84.36 84.51 86.62 85.45 85.66 84.80 81.28 85.57 84.88 85.62 81.75 83.32
435 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 84.21 84.42 84.12 84.43 85.46 85.80 83.56 85.22 85.55 84.29 85.28 85.70 84.65 84.91 86.41 86.96 85.05 85.40 87.79 86.44 83.71 83.66 83.00 84.09 83.38 83.29
464 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 84.80 84.06 83.53 86.14 82.89 81.96 84.08 85.41 84.81 83.91 85.54 85.54 84.30 87.23 83.49 86.47 84.88 84.53 84.31 87.09 80.50 82.69 82.88 84.91 81.05 84.66
465 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 81.93 85.51 85.68 85.60 85.49 86.84 86.20 85.18 86.25 85.43 84.08 85.62 85.97 85.23 86.19 87.24 86.29 86.16 86.57 85.75 83.39 82.61 82.70 83.69 82.64 82.89
466 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 83.88 83.87 85.51 82.58 85.74 83.77 86.92 86.24 84.94 86.26 85.75 86.48 87.07 84.89 86.18 85.64 85.45 84.04 84.95 85.30 81.53 82.94 82.25 83.31 84.64 82.47
467 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 83.61 85.95 83.79 84.37 84.65 84.56 84.28 87.08 86.29 85.39 83.50 86.50 85.54 85.35 84.85 87.82 85.45 86.41 86.08 86.60 82.35 83.02 82.51 82.77 86.27 84.85
496 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 82.59 84.75 83.54 84.19 84.98 82.17 85.61 83.93 84.26 85.42 85.07 86.04 86.08 85.44 83.91 85.98 84.02 86.51 84.59 85.86 83.35 81.32 80.44 80.97 82.03 84.17
497 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 82.89 84.11 84.39 85.00 84.14 84.97 85.95 86.14 84.55 83.21 83.97 85.62 86.95 86.50 86.23 86.57 85.88 86.24 87.91 86.86 85.10 83.05 82.80 81.74 84.17 85.19
498 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 84.50 84.81 85.40 84.49 82.61 84.16 85.62 87.92 84.79 85.33 84.37 86.21 84.01 87.48 83.29 87.00 85.91 85.67 84.43 86.43 84.83 82.38 80.78 84.20 82.64 83.23
499 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 84.74 85.27 85.47 85.23 84.25 86.89 84.98 84.99 86.74 85.63 86.44 85.27 84.19 84.99 85.04 87.37 85.56 86.02 87.21 85.88 85.39 82.73 84.19 84.97 83.58 84.27
528 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 82.60 80.51 83.96 84.56 84.04 84.67 84.55 85.83 87.05 85.90 85.14 85.32 82.40 85.44 84.82 84.52 85.07 81.78 86.80 85.89 81.54 82.81 82.82 83.70 82.96 85.34
529 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 85.82 87.27 82.78 84.05 84.91 85.34 86.13 86.39 86.80 85.57 84.04 86.15 86.54 85.87 85.23 85.68 85.18 86.56 86.28 87.72 82.51 80.82 83.93 84.17 85.22 83.62
530 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 85.83 84.29 85.56 85.69 85.73 85.11 85.24 85.47 85.48 84.21 84.20 85.43 86.10 85.87 85.91 86.57 85.48 87.10 86.86 85.50 84.00 83.00 85.11 82.04 84.57 84.41
531 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 85.20 82.11 85.82 84.89 83.31 85.63 85.04 85.97 84.20 85.91 84.34 87.87 83.74 84.10 86.23 86.56 84.85 86.88 86.79 86.55 84.64 84.97 81.63 81.09 83.39 81.16
560 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 84.38 84.32 84.07 86.23 84.18 82.91 85.09 83.91 85.09 85.13 84.48 85.67 81.15 83.88 85.40 84.09 81.34 85.37 84.06 85.13 80.55 83.77 84.41 82.56 81.86 81.05
561 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 86.19 82.60 83.23 83.10 82.20 84.66 84.26 86.06 82.75 85.76 85.24 84.60 85.20 84.75 84.86 85.31 83.58 86.41 85.41 86.31 82.92 82.91 85.09 82.24 83.29 85.91
562 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 85.23 81.05 82.58 83.69 82.28 85.71 83.42 86.01 84.05 85.88 85.69 85.89 85.49 85.86 86.38 86.47 84.58 86.70 85.30 84.85 78.75 76.70 84.58 83.03 83.54 83.65
563 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 84.19 85.44 84.22 83.78 84.40 84.88 86.07 85.67 86.26 84.62 86.17 84.75 85.04 87.18 86.62 85.51 85.54 87.13 84.70 84.84 83.64 83.58 83.80 82.21 81.71 81.08
592 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.11 86.68 88.10 87.25 87.14 86.19 86.88 89.01 87.91 87.05 88.29 88.43 86.46 86.81 85.83 88.53 86.71 88.51 87.30 88.15 85.29 85.67 88.37 86.07 87.74 86.81
593 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.31 87.24 86.32 86.82 87.30 88.60 86.38 87.22 88.31 87.53 88.59 86.83 88.90 87.54 87.34 87.63 86.33 87.78 88.62 88.31 88.00 83.90 86.76 86.99 86.24 84.36
594 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.16 87.56 85.99 86.44 85.41 87.38 86.60 87.11 86.34 88.31 87.94 88.07 87.28 86.45 87.18 89.80 87.06 87.62 88.36 88.12 84.70 87.20 86.36 85.98 86.46 86.75
595 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.98 86.93 85.72 86.47 86.20 87.79 87.13 85.80 87.43 87.82 86.65 88.53 86.25 86.50 85.78 86.99 87.72 86.52 87.58 89.95 85.47 86.72 84.72 86.00 86.39 85.82
624 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.19 87.81 86.57 85.48 87.44 86.69 89.85 88.09 88.40 87.14 87.13 86.75 87.82 87.41 87.26 86.59 87.47 87.22 88.21 89.05 85.09 86.20 85.96 86.96 87.73 86.19
625 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.39 86.68 85.55 86.52 87.26 87.87 85.69 87.02 86.81 87.75 87.86 87.61 86.97 86.65 86.06 88.80 87.57 87.83 87.44 87.09 86.78 85.94 85.63 84.89 87.66 86.74
626 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 85.70 87.24 85.53 87.24 86.61 86.10 86.64 86.63 86.92 87.50 86.65 86.09 89.36 87.62 86.91 88.08 87.25 88.34 86.86 87.93 86.24 85.35 87.49 86.12 86.47 85.72
627 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 86.32 86.17 86.61 86.29 88.98 87.36 86.66 89.36 87.98 86.48 87.80 87.81 86.53 87.33 86.68 87.94 86.45 86.51 87.03 87.13 85.09 88.70 86.52 84.73 87.48 85.12
656 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.34 88.29 86.54 87.09 87.11 88.00 85.75 85.63 88.13 87.21 87.90 87.53 86.64 87.83 88.93 85.93 87.45 89.69 86.45 86.79 86.09 84.37 88.36 86.16 85.68 86.36
657 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.87 86.71 87.15 87.04 87.18 87.71 87.65 87.19 85.55 87.89 88.03 87.68 87.59 88.49 87.19 87.96 87.38 89.31 87.39 86.06 85.54 85.56 86.56 85.50 86.37 87.60
658 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 85.94 88.06 86.90 87.96 86.43 86.90 87.43 88.32 86.41 86.13 87.50 89.11 86.19 88.52 87.37 87.03 89.22 87.28 87.94 87.14 85.80 85.83 87.78 85.22 85.75 85.38
659 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 85.63 86.87 86.89 86.81 86.73 87.03 86.96 86.04 87.30 86.55 88.24 87.88 87.23 87.29 85.22 88.72 88.48 86.73 87.70 86.13 84.19 84.87 87.86 85.64 86.72 87.29
688 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.82 87.00 85.85 86.26 86.37 86.48 86.55 87.18 85.79 86.18 88.48 87.84 88.40 87.10 86.36 88.97 87.10 87.86 88.66 87.42 85.85 86.74 86.73 84.12 85.85 84.84
689 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.69 86.55 85.11 87.53 85.90 86.48 88.16 88.59 87.27 86.89 87.42 87.53 88.23 87.24 86.07 87.54 86.27 86.80 88.77 87.97 87.15 86.99 87.81 86.44 87.38 86.00
690 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.21 86.31 86.50 86.67 86.94 86.80 86.15 87.65 88.03 86.35 85.59 85.70 86.37 86.28 86.68 88.64 87.46 87.80 88.62 88.72 87.84 84.79 84.25 85.28 85.85 82.84
691 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 86.49 86.41 85.46 86.74 85.37 88.41 87.57 87.80 87.62 86.21 87.97 87.66 87.13 86.69 86.18 87.04 85.72 86.99 86.86 88.40 85.07 86.07 85.94 85.73 85.43 87.55
720 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.04 86.93 86.26 87.99 85.77 87.53 87.77 87.31 87.22 87.22 87.64 87.54 88.28 86.32 84.89 88.92 87.54 87.22 87.52 87.66 86.20 84.61 87.86 85.41 87.77 84.37
721 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 85.03 85.34 88.21 86.16 84.79 85.47 86.48 86.39 89.08 85.92 86.90 88.07 88.70 85.35 87.58 89.49 84.84 86.59 88.21 86.88 85.70 82.37 83.44 86.68 86.49 85.15
722 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.68 87.71 86.48 86.33 86.94 88.18 87.98 85.88 86.65 87.97 88.03 87.70 87.05 86.02 85.20 88.00 86.86 86.93 87.74 88.20 86.91 85.36 87.00 85.91 85.95 85.67
723 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 86.90 87.93 85.12 85.83 87.22 87.82 87.78 87.81 87.35 86.95 88.53 86.34 88.53 86.45 86.18 88.66 87.65 85.97 88.04 86.94 85.45 84.79 87.12 88.74 86.25 87.20
752 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 85.11 86.91 85.20 87.61 86.45 85.80 87.62 88.50 86.55 86.95 87.54 87.79 88.31 87.28 87.38 88.32 85.54 87.23 87.26 85.88 84.16 85.65 87.66 84.71 84.93 83.18
753 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 84.97 87.27 84.56 87.17 85.73 87.58 88.17 87.65 86.49 87.46 88.48 87.41 88.65 87.10 86.74 86.95 85.04 87.50 87.84 87.83 85.80 86.91 83.19 84.89 84.30 84.31
754 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 86.47 85.65 87.04 85.76 85.64 87.48 87.78 86.87 87.25 87.95 85.81 87.24 87.96 86.50 86.16 88.61 88.33 86.87 86.67 87.25 84.83 86.09 85.51 86.66 87.34 85.03
755 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 86.87 84.49 87.32 88.62 85.93 85.85 87.56 86.99 88.47 86.35 87.31 87.92 86.09 86.49 86.16 86.97 85.89 87.95 87.84 87.00 86.81 85.02 86.14 84.46 85.51 81.74
784 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 86.87 87.54 87.25 84.24 85.49 87.52 86.09 86.51 86.55 87.66 87.91 87.02 87.07 87.74 85.33 89.16 86.85 88.49 88.25 87.84 87.23 85.89 86.84 86.52 84.64 84.82
785 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 86.41 86.79 85.41 86.71 85.62 87.37 85.77 87.12 87.27 88.12 86.47 88.44 87.43 86.26 87.83 87.11 85.68 87.19 88.99 88.74 86.39 85.19 86.41 84.82 87.34 83.66
786 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 87.80 86.68 86.66 84.99 83.92 87.73 87.23 87.25 86.62 85.28 87.12 86.35 88.16 86.62 86.74 87.35 85.73 88.22 88.37 87.29 84.99 85.34 85.83 83.96 85.71 85.69
787 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 85.86 87.73 86.33 87.05 86.70 86.90 88.33 86.91 87.33 85.85 88.01 87.31 83.33 85.27 87.40 88.92 84.96 88.35 88.28 87.05 86.85 84.89 85.96 85.20 85.59 84.95
816 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 85.57 87.93 87.07 85.36 87.53 87.40 89.33 87.07 87.77 87.08 87.44 87.35 87.64 87.87 86.56 86.63 86.81 87.16 86.10 87.24 84.65 80.81 85.70 84.79 83.99 85.27
817 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 87.22 86.56 86.92 84.01 86.36 87.10 86.07 87.13 88.77 87.77 85.85 88.10 88.27 87.69 86.49 86.90 85.80 87.94 85.58 87.61 84.33 83.40 85.71 85.01 86.73 85.53
818 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.04 86.05 85.67 85.97 86.52 87.41 88.48 86.65 88.19 86.09 87.65 86.38 87.55 85.97 86.28 87.45 86.59 88.23 88.33 87.06 83.86 85.12 87.28 84.82 85.20 85.95
819 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 84.27 86.83 87.10 86.09 86.78 87.67 84.44 87.51 87.18 87.94 86.54 87.45 87.57 87.20 87.74 87.88 86.41 84.60 87.32 89.21 86.49 84.79 84.72 85.78 86.14 83.63
848 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 86.61 82.31 85.60 85.03 87.07 86.95 87.77 86.11 87.40 86.45 87.23 86.63 87.85 85.94 85.96 87.16 87.33 87.04 88.75 85.58 84.92 84.88 86.52 84.42 85.75 85.57
849 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 85.66 86.08 85.98 86.54 85.15 86.14 86.08 86.69 86.85 86.27 86.58 87.02 87.49 84.81 84.26 88.35 87.62 87.67 88.04 87.04 82.89 85.05 85.07 82.79 83.68 83.89
850 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 84.90 83.53 86.21 87.66 86.79 87.17 84.62 84.82 85.85 86.60 87.88 86.70 86.23 85.21 84.57 85.75 86.63 86.96 88.36 86.72 83.87 86.04 85.22 86.42 85.75 84.02
851 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 82.78 85.60 85.94 85.78 86.05 87.72 86.43 87.42 86.77 86.90 87.36 85.90 87.01 86.13 86.76 87.21 86.88 87.86 88.37 85.44 84.85 85.29 85.16 84.55 86.02 86.22
880 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 85.90 87.01 84.82 87.54 86.54 88.94 86.61 87.27 87.86 87.57 88.45 86.24 87.20 87.22 85.53 88.52 86.33 88.92 88.32 86.94 87.06 85.67 86.72 86.06 85.21 86.48
881 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.58 87.90 86.75 85.01 86.32 87.91 87.62 87.69 86.67 86.81 87.91 87.64 89.35 87.11 86.12 87.43 88.17 88.36 88.41 87.68 86.93 84.85 86.93 85.30 88.61 86.98
882 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.34 86.52 86.58 86.27 86.88 88.36 86.93 87.22 87.30 86.88 87.64 88.50 87.42 85.83 86.91 89.11 86.93 88.08 87.77 87.99 86.10 84.53 87.63 86.37 87.65 85.89
883 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.03 85.74 86.31 88.14 88.44 87.34 86.72 85.86 87.09 87.04 88.02 88.18 89.20 86.97 86.17 87.71 86.98 87.52 88.96 89.04 88.51 86.18 88.05 87.49 86.42 86.96
912 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 85.21 87.78 86.58 85.41 85.85 87.43 85.81 87.56 87.16 88.23 88.57 88.08 87.89 87.11 87.41 88.41 86.35 88.08 88.53 88.70 87.09 85.56 85.44 85.60 86.69 86.75
913 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.00 86.83 85.83 86.10 86.37 88.36 86.65 87.71 85.47 87.63 88.53 87.86 87.87 87.51 87.82 87.98 86.10 87.14 87.72 88.43 84.69 84.31 86.96 85.88 84.72 87.35
914 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 85.54 86.77 86.03 87.40 86.91 85.50 87.86 88.37 88.03 86.60 86.93 88.26 88.56 88.31 86.49 89.19 86.94 87.22 87.91 88.56 85.37 86.52 88.39 84.51 85.75 85.65
915 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.65 86.18 86.05 88.59 86.39 87.89 87.37 87.62 86.48 86.25 86.98 88.51 88.44 86.36 86.43 87.94 84.24 87.57 88.71 88.11 87.44 85.54 87.60 85.65 84.84 85.40
944 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.37 85.45 87.88 86.25 86.43 87.02 86.21 86.90 87.40 87.28 85.99 87.35 87.67 86.34 87.32 88.57 87.29 88.50 88.76 87.38 87.87 86.25 86.45 85.29 87.41 86.33
945 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 85.62 87.53 88.82 86.25 86.80 87.30 85.68 87.84 88.44 85.27 88.56 88.81 85.76 86.77 85.40 87.57 87.14 86.88 88.34 87.28 84.84 87.58 88.33 85.09 85.92 84.63
946 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 86.26 86.25 85.37 85.50 88.08 86.13 87.05 86.33 87.89 86.43 88.59 88.09 86.11 87.19 85.99 86.79 87.79 87.04 85.14 89.20 86.03 84.96 86.76 88.02 85.53 85.06
947 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.48 86.07 85.76 85.72 86.29 89.30 87.93 86.59 87.62 87.37 87.15 89.02 88.61 87.32 86.79 87.89 86.52 88.57 87.44 87.61 86.58 88.28 86.20 85.28 85.51 86.01
976 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.76 86.03 85.94 86.93 87.32 87.98 87.93 88.46 88.30 86.81 87.92 86.68 87.85 86.32 86.29 87.83 87.46 87.86 87.25 88.70 86.71 86.24 86.50 84.69 85.44 84.92
977 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.50 85.78 85.48 86.30 86.48 87.67 87.15 86.50 87.07 87.47 88.01 89.53 87.19 86.01 86.13 87.40 85.63 87.10 87.88 88.25 87.01 86.16 85.85 85.74 87.05 85.94
978 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 86.53 87.09 86.24 86.49 87.22 88.57 87.30 86.92 86.32 86.19 86.97 87.60 87.28 87.34 86.19 87.42 86.07 88.41 88.18 86.96 86.57 86.14 86.30 83.51 86.25 86.19
979 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.12 87.34 86.84 87.43 85.75 86.86 86.07 86.77 87.35 85.67 88.07 88.97 88.43 86.77 87.36 87.52 88.54 87.45 87.19 87.80 85.28 84.32 86.87 85.70 86.02 85.47
1008 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.38 85.36 85.92 85.01 86.03 86.49 88.04 87.37 87.54 87.37 86.11 87.16 87.76 86.69 85.95 88.17 85.19 88.64 88.67 86.90 87.15 87.36 86.22 84.87 84.59 86.57
1009 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.05 88.35 86.90 87.13 86.42 86.94 86.25 87.22 87.67 85.62 87.36 88.88 86.45 85.67 84.99 87.83 86.40 87.05 86.69 87.81 83.89 83.93 87.14 86.18 84.51 84.53
1010 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.49 85.33 85.19 86.53 85.96 87.64 88.60 87.45 87.26 87.16 86.58 86.94 89.92 86.04 86.92 86.92 88.41 88.05 87.44 89.81 84.90 86.93 86.88 84.37 87.08 84.03
1011 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 86.46 85.48 86.37 87.65 85.46 86.61 87.22 88.10 86.72 87.27 86.53 87.54 88.78 87.60 87.25 87.77 86.25 87.54 87.48 87.19 85.60 84.98 86.99 83.98 85.43 84.37
1040 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.30 87.04 86.24 86.20 85.47 86.37 86.61 88.96 87.07 87.25 86.77 87.00 88.54 86.25 86.71 87.49 86.39 87.69 85.61 89.24 87.95 85.59 89.06 85.52 84.70 85.70
1041 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 86.50 86.61 86.00 85.11 85.89 86.97 87.66 88.07 87.72 86.58 87.63 87.79 86.36 89.87 87.04 88.03 86.85 87.06 88.32 87.20 87.68 86.30 87.09 84.18 85.25 86.87
1042 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 85.96 86.06 87.71 86.31 86.22 86.61 87.08 87.06 86.63 86.99 85.22 86.60 87.09 86.54 84.67 88.49 88.36 86.59 88.29 88.55 85.15 86.41 87.57 85.86 85.60 86.24
1043 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 86.67 87.81 86.04 86.41 86.41 88.61 86.81 87.98 86.83 86.94 86.31 87.69 88.61 85.88 86.60 87.31 86.11 87.58 87.88 87.13 87.68 88.31 87.13 84.51 83.70 85.34
1072 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.21 86.80 85.77 86.68 85.83 86.91 88.15 87.38 86.79 87.19 86.68 87.15 87.17 86.60 86.08 87.42 86.68 87.33 87.91 86.23 85.69 85.38 85.30 86.56 89.26 84.74
1073 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 85.43 86.48 86.58 85.91 85.23 87.41 85.91 85.92 87.78 86.39 86.12 86.81 86.36 85.53 86.42 87.68 87.92 87.07 85.15 87.75 83.71 83.97 86.15 84.49 86.69 85.88
1074 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 86.25 87.06 83.79 86.18 86.56 86.26 85.21 87.07 87.24 86.18 87.39 87.22 88.62 87.60 86.81 88.68 85.43 86.94 87.71 88.83 85.69 85.46 86.99 86.72 86.63 87.87
1075 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 86.53 87.41 85.90 87.28 84.63 87.25 86.50 87.47 87.32 86.88 87.02 88.02 88.64 87.52 86.12 87.90 86.52 86.99 87.82 88.08 85.40 83.90 86.06 85.67 87.36 84.78
1104 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.00 85.62 86.85 84.49 85.95 86.64 86.33 86.16 86.82 86.70 88.32 86.57 86.02 87.00 85.03 86.68 86.37 87.60 87.22 87.52 85.37 83.64 86.68 82.77 86.77 85.49
1105 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.06 85.81 85.99 86.34 85.99 86.20 87.04 86.08 87.80 86.68 88.26 87.29 87.10 85.87 87.19 87.06 86.58 87.46 87.61 86.49 85.00 86.44 85.47 85.60 85.54 82.85
1106 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.51 85.35 87.20 85.87 87.45 88.26 84.55 87.61 87.55 86.78 86.04 88.27 87.78 86.16 85.19 87.76 86.87 84.90 86.97 88.32 86.29 84.28 87.34 86.17 87.75 84.61
1107 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 87.08 86.89 86.22 87.80 86.97 87.68 85.92 85.44 86.85 87.90 86.99 86.41 88.59 86.27 86.80 89.31 87.14 87.21 87.65 86.77 86.02 85.94 86.62 85.15 85.52 83.00
1136 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 86.01 85.88 88.65 85.83 85.03 86.75 87.15 86.13 85.21 87.45 86.26 86.58 87.69 83.23 84.44 85.89 85.71 86.96 85.83 86.22 84.23 83.95 87.72 83.76 85.61 84.09
1137 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 87.93 84.68 86.14 83.95 85.01 86.80 87.34 86.21 84.74 85.62 87.31 85.65 88.26 84.62 86.26 88.13 85.46 88.78 87.73 87.70 80.35 84.31 82.65 85.78 83.25 86.03
1138 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 85.76 85.68 88.08 85.75 84.71 87.76 86.69 85.66 86.42 86.09 87.10 86.58 85.46 86.02 86.29 87.41 84.61 87.64 88.46 86.61 86.69 85.57 85.96 85.21 85.78 85.34
1139 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 84.00 87.06 87.91 85.82 86.32 87.33 87.14 87.56 87.44 87.32 85.53 87.40 87.61 85.05 86.35 87.23 86.67 86.87 86.75 88.90 84.59 84.39 85.41 86.62 85.50 85.21


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
16 372 48 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 87.74 85.81 86.63 85.28 86.69 86.24 85.10 86.93 85.38 86.74 88.55 86.53 86.37 88.17 84.17 88.38 87.60 87.98 86.62 87.09 85.12 85.59 90.64 83.81 84.68 84.18
17 372 48 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.75 90.21 87.53 86.50 88.89 86.23 83.79 87.67 88.19 85.21 87.30 87.09 87.82 90.35 87.24 87.75 87.73 87.12 87.85 89.27 89.42 85.59 86.27 85.23 85.09 85.91
18 372 48 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.75 87.58 86.80 86.95 88.33 87.57 87.42 89.06 90.82 88.47 88.93 89.38 88.97 88.73 87.23 88.63 88.28 88.58 88.53 87.71 87.47 87.12 89.25 86.67 85.96 87.14
19 372 48 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 19.58 87.97 87.15 86.73 87.51 88.16 87.77 89.19 89.55 86.73 88.77 88.79 89.17 87.50 87.15 89.09 19.58 86.44 88.21 89.43 86.96 86.06 88.60 88.42 89.27 19.58
48 372 48 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.39 87.06 87.14 88.33 82.19 86.68 85.31 85.74 90.17 87.38 87.97 86.99 86.39 88.09 87.26 86.63 89.34 89.06 86.40 89.02 90.51 85.74 85.69 86.20 86.86 85.56
49 372 48 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.26 87.71 87.94 89.42 87.19 86.54 88.59 88.14 88.77 87.76 89.04 86.60 88.69 85.88 87.57 89.07 88.05 85.55 87.64 90.92 87.19 89.00 88.55 85.82 88.24 87.48
50 372 48 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.41 87.68 90.40 85.96 87.79 87.48 90.57 87.93 87.08 89.45 88.11 87.28 87.24 88.39 87.22 89.50 86.75 86.46 90.70 89.60 85.66 87.38 89.24 88.33 87.54 87.09
51 372 48 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 90.07 85.26 88.62 86.31 89.61 90.06 88.57 87.64 87.93 86.83 89.45 87.04 90.34 87.77 86.84 89.30 88.71 87.79 88.33 88.74 85.94 86.85 85.90 87.57 87.94 90.21
80 372 48 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 89.10 89.30 88.42 87.40 87.35 86.94 89.40 89.77 88.22 85.81 86.71 88.66 88.61 87.05 89.38 88.91 89.44 88.85 89.04 88.19 88.30 86.71 85.48 84.99 88.16 85.23
81 372 48 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 85.95 86.26 89.20 86.44 84.84 89.79 88.76 85.70 89.81 88.35 87.94 89.23 87.65 88.03 87.39 89.41 89.55 89.85 89.07 87.64 89.81 87.93 89.45 87.27 86.59 86.70
82 372 48 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.41 88.80 87.06 86.61 89.38 85.68 88.86 87.65 89.50 88.87 89.40 86.77 88.31 88.18 87.37 89.72 89.19 88.82 88.79 87.45 86.51 88.68 86.45 88.11 86.01 86.45
83 372 48 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 89.09 88.69 89.82 88.48 86.57 87.73 90.51 88.62 88.31 87.55 89.99 89.31 89.28 88.55 88.81 89.47 88.23 87.61 89.26 89.61 86.82 87.64 88.39 87.51 90.40 86.58
112 372 48 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.58 86.70 88.62 86.33 89.94 87.90 83.60 86.06 89.35 87.92 87.99 87.84 88.48 88.73 85.80 89.24 86.21 86.51 89.50 88.19 88.45 85.74 88.55 85.65 87.64 87.86
113 372 48 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.92 88.92 89.45 88.43 89.02 88.55 89.04 87.47 89.02 88.09 87.13 87.93 88.94 86.32 88.84 87.42 89.61 87.62 89.88 88.71 88.42 90.05 88.82 87.96 86.23 86.49
114 372 48 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 89.78 87.97 86.67 86.15 89.61 86.52 87.36 88.13 90.46 89.42 87.98 84.94 91.44 88.20 86.46 87.83 87.67 88.14 86.88 88.73 89.25 86.61 88.17 85.42 89.17 87.26
115 372 48 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 89.92 88.33 89.54 87.21 87.56 86.32 88.73 88.67 89.35 88.57 89.08 89.80 86.56 87.72 89.71 89.01 88.97 88.90 89.24 87.27 89.18 85.81 90.93 87.10 88.08 89.62
144 372 48 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.89 84.55 85.97 86.57 87.39 87.35 88.83 88.94 87.68 88.78 88.08 85.89 89.24 85.32 87.40 89.27 88.01 87.54 89.26 88.72 87.75 88.05 87.80 86.66 84.34 88.94
145 372 48 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 90.56 87.63 89.62 87.63 88.04 86.46 90.24 87.51 88.16 88.67 88.08 90.09 89.02 87.57 86.59 89.04 87.26 90.08 89.94 90.33 89.22 86.30 88.56 84.74 88.32 88.84
146 372 48 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 88.64 86.97 89.10 89.99 88.26 87.36 89.07 89.97 90.82 89.04 87.77 89.81 90.15 88.79 86.66 87.31 87.29 88.46 89.71 88.99 88.99 86.92 90.20 87.37 86.91 86.09
147 372 48 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 90.19 89.75 89.66 89.57 90.39 89.24 90.86 91.04 90.62 89.79 88.96 89.30 91.87 89.68 87.41 91.20 88.77 88.88 90.05 89.22 90.38 89.84 87.71 88.29 86.86 89.89
176 372 48 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 88.07 87.55 88.71 87.76 87.91 87.15 88.52 84.99 87.04 88.75 89.91 86.22 92.01 85.25 86.78 86.86 88.35 86.66 88.23 90.38 89.04 87.32 89.88 86.80 85.40 85.40
177 372 48 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 89.27 91.26 91.82 89.17 88.40 89.87 89.71 91.22 90.78 89.09 85.95 89.31 91.16 89.78 88.88 90.32 91.59 90.98 91.63 87.54 87.91 89.04 89.35 87.55 90.25 88.77
178 372 48 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 86.07 89.86 89.91 87.66 90.47 87.05 88.63 87.86 90.05 87.36 86.69 88.74 88.58 88.54 88.87 90.25 91.02 89.27 87.51 89.17 88.55 88.42 90.21 87.45 87.75 87.72
179 372 48 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 88.43 89.36 90.68 88.61 90.67 89.17 87.08 89.63 88.70 89.34 89.94 88.65 87.41 88.07 86.18 89.05 90.18 89.74 89.11 90.32 88.83 89.56 89.66 87.03 87.70 87.81
208 372 48 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.77 88.92 88.95 89.44 88.70 86.16 88.29 88.70 88.25 87.76 86.16 87.74 88.32 89.53 86.83 91.55 88.47 87.79 89.87 88.93 87.81 86.58 89.89 87.63 88.72 89.91
209 372 48 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 89.30 87.96 90.54 89.48 87.68 88.04 88.74 88.21 88.34 87.84 91.09 90.35 89.21 89.53 88.90 89.56 88.28 85.49 90.12 89.49 89.19 88.73 91.60 86.69 88.21 87.26
210 372 48 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 88.03 86.17 87.92 87.89 85.21 87.89 86.71 88.26 88.78 88.67 87.43 87.43 87.76 88.97 88.19 87.74 87.75 89.18 87.68 89.25 87.14 87.22 91.05 86.81 85.50 85.97
211 372 48 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 90.30 87.77 89.65 88.67 87.65 89.04 89.02 89.51 90.01 89.26 88.20 86.44 89.03 89.88 86.73 90.40 89.03 86.07 89.39 89.86 86.81 87.60 89.95 87.64 88.48 87.55
240 372 48 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 87.29 87.79 87.51 86.44 88.32 86.63 89.77 86.87 90.08 89.10 87.46 86.43 87.57 88.38 89.91 88.85 89.75 89.47 88.63 88.17 86.76 88.70 89.27 88.44 85.69 87.81
241 372 48 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 88.30 87.92 90.22 89.74 87.04 87.75 90.29 85.44 89.96 89.18 88.33 88.45 88.29 85.80 89.48 89.24 89.31 87.17 89.81 88.91 90.21 86.66 90.09 89.69 90.31 88.73
242 372 48 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 89.44 87.19 87.15 88.71 90.12 88.08 88.75 87.54 89.97 88.04 89.36 86.02 87.82 89.35 89.00 88.29 88.69 89.44 88.22 88.56 89.96 89.40 87.16 86.65 87.26 87.56
243 372 48 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.61 86.84 85.87 85.19 88.94 87.10 88.94 89.11 87.25 86.85 87.08 86.79 89.53 89.55 86.51 88.93 89.13 88.58 88.67 88.04 86.76 87.83 89.26 87.68 87.74 87.71
272 372 48 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.95 87.12 87.44 88.07 89.79 87.71 89.32 86.73 87.85 89.76 87.89 89.04 85.97 84.91 86.71 88.30 87.66 86.79 89.08 88.85 89.72 85.91 86.08 87.53 87.31 86.60
273 372 48 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 89.01 89.48 89.63 89.75 89.38 88.30 87.95 89.34 87.04 88.55 88.03 87.66 88.87 89.30 87.19 89.05 90.37 88.87 88.66 88.57 88.42 85.38 88.51 87.40 89.51 86.03
274 372 48 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 87.33 89.05 85.72 88.66 88.54 88.54 87.15 85.56 89.32 89.37 87.54 86.20 87.64 87.62 89.99 89.10 89.35 88.73 89.14 87.07 86.67 86.93 89.71 85.66 88.59 88.41
275 372 48 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 88.98 88.68 88.52 87.07 89.57 86.72 87.07 87.56 88.69 89.53 89.26 88.34 89.54 88.83 89.18 88.41 88.96 86.60 89.42 89.96 87.74 86.93 87.65 89.01 89.32 87.68
304 372 48 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.02 87.38 87.40 85.12 85.77 87.34 86.85 86.91 86.93 88.91 86.86 85.82 87.52 85.31 87.63 86.19 87.54 86.77 86.09 86.90 83.88 87.15 87.20 87.68 87.40 86.08
305 372 48 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 87.80 89.44 88.81 85.71 89.00 88.36 86.97 88.64 88.99 86.01 87.95 86.70 89.29 86.85 86.96 90.43 87.24 89.50 89.99 89.69 89.33 86.28 87.65 85.39 86.80 85.38
306 372 48 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 86.08 89.07 88.60 86.81 85.31 85.93 87.79 87.03 84.64 85.48 89.12 87.27 86.94 87.54 87.65 87.71 87.03 87.59 87.98 86.44 85.34 85.68 87.31 88.49 85.68 84.69
307 372 48 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 87.95 86.65 87.62 85.35 85.37 88.34 87.48 87.20 87.59 84.03 90.00 87.61 86.76 87.74 86.44 88.91 89.81 89.37 89.30 88.14 88.49 87.62 86.10 86.82 85.00 87.55
336 372 48 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 86.76 87.14 89.99 87.78 88.97 85.93 88.45 89.06 88.43 88.84 87.92 87.22 88.13 89.32 87.82 85.90 89.76 90.23 89.45 87.71 87.38 88.09 87.08 87.07 87.29 87.53
337 372 48 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.38 88.52 90.99 89.24 90.23 87.40 88.68 90.53 89.56 90.02 89.63 88.42 89.34 88.80 89.80 87.70 88.78 86.78 90.08 89.79 89.39 89.60 88.73 86.76 88.73 87.06
338 372 48 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.23 87.85 90.32 86.90 89.45 87.29 85.68 88.20 88.04 87.92 87.77 89.82 87.41 88.24 89.52 89.73 91.60 90.19 86.72 90.72 88.70 90.00 90.65 88.95 86.85 86.38
339 372 48 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.51 89.62 88.57 88.44 88.52 88.18 89.53 88.24 89.84 91.33 90.33 88.23 89.82 89.17 89.31 88.84 91.49 85.50 87.95 87.35 88.75 88.19 88.71 88.43 88.39 87.84
368 372 48 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 87.54 82.94 86.87 88.72 87.58 87.97 88.34 84.99 88.59 81.27 89.08 87.95 90.77 88.32 86.63 84.59 89.46 86.49 88.45 87.07 89.19 85.70 90.38 66.80 90.30 86.86
369 372 48 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 90.19 87.67 88.55 87.81 89.30 88.62 88.46 87.89 89.50 88.92 89.85 85.09 88.32 90.32 88.01 91.59 91.79 90.32 90.25 89.48 89.09 89.05 86.24 86.77 85.91 88.32
370 372 48 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 88.25 88.46 90.58 86.23 87.59 87.02 90.00 90.91 90.98 90.94 89.82 90.59 87.92 89.49 88.35 89.61 90.12 90.49 90.09 89.79 87.41 87.60 85.25 86.97 89.45 88.89
371 372 48 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 90.10 90.08 89.29 90.14 90.96 89.70 90.12 89.77 91.00 89.44 88.50 87.86 88.77 89.81 88.43 89.24 89.38 92.86 87.98 88.64 90.52 89.35 90.32 87.43 86.93 87.17
400 372 48 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 89.51 86.51 86.19 85.67 85.14 87.27 88.72 86.76 86.96 87.46 88.53 86.59 89.23 87.95 86.71 88.87 86.61 87.95 88.87 89.44 90.18 88.78 86.73 84.80 87.12 85.90
401 372 48 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 87.32 87.77 89.67 85.28 87.98 88.86 88.72 90.11 89.44 89.26 89.82 90.18 91.10 88.05 85.21 90.37 88.08 89.63 89.05 89.52 89.96 86.45 90.94 86.80 88.52 88.04
402 372 48 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 90.19 88.65 88.78 89.37 87.60 87.05 89.21 88.55 89.25 88.88 90.04 87.44 89.71 89.73 87.63 90.55 88.86 89.41 88.29 90.42 88.69 87.92 88.35 86.68 88.77 87.90
403 372 48 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.60 86.39 88.55 85.95 87.57 87.24 89.96 87.21 85.95 88.11 88.96 86.96 88.28 88.30 88.23 89.89 89.65 89.92 89.10 88.04 88.40 87.96 85.45 87.46 85.42 88.38
432 372 48 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 86.72 86.33 87.46 87.33 86.89 85.26 88.57 86.83 86.73 84.92 88.43 87.38 88.23 88.12 84.44 89.15 87.38 86.20 87.84 86.42 87.48 87.34 86.70 87.55 86.80 87.13
433 372 48 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 90.20 89.16 88.89 89.58 88.53 90.80 89.35 87.68 89.11 89.58 89.70 85.65 89.98 89.11 87.37 91.71 90.40 87.17 88.05 87.73 87.76 89.94 89.12 88.55 86.12 87.22
434 372 48 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.19 89.00 91.17 89.12 89.30 89.49 88.88 89.92 90.50 89.73 88.74 88.76 89.38 90.21 88.34 88.41 90.71 88.92 88.41 88.15 86.63 90.40 90.31 90.53 86.36 87.78
435 372 48 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 88.65 88.37 88.51 88.59 89.08 86.43 88.60 88.79 90.81 90.44 88.93 87.33 89.42 90.34 88.35 89.71 88.69 90.01 88.88 90.23 89.07 89.43 88.97 87.89 88.46 87.20
464 372 48 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 88.77 86.85 88.69 87.95 86.40 86.67 89.05 89.80 90.62 86.17 87.78 87.89 88.52 90.61 86.09 89.44 87.26 89.00 90.42 88.83 85.50 87.40 88.50 88.22 86.75 88.21
465 372 48 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 89.17 88.95 89.10 90.23 91.14 89.70 90.76 89.95 89.48 89.92 89.04 88.12 89.66 89.34 87.07 92.31 90.74 88.22 91.28 90.02 88.02 89.13 88.21 87.80 88.32 87.37
466 372 48 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.45 89.73 90.06 87.04 89.81 87.53 88.12 89.11 88.36 88.74 89.32 89.61 89.50 88.76 89.98 88.72 90.29 88.33 90.16 87.96 88.68 86.91 87.65 88.12 89.62 88.04
467 372 48 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 87.29 89.68 87.80 87.47 90.37 87.33 86.51 91.21 91.09 88.16 89.54 88.75 87.70 88.56 89.06 90.77 89.15 90.95 90.92 91.20 88.11 88.52 89.92 87.88 87.72 89.38
496 372 48 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 86.56 87.11 86.83 86.76 89.18 85.47 90.72 87.97 88.19 87.37 87.41 86.11 90.95 88.09 87.96 89.23 87.79 89.64 88.27 89.25 87.72 85.77 85.06 87.09 85.91 88.49
497 372 48 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 88.97 87.54 88.82 88.09 88.98 87.12 89.68 88.95 89.32 87.75 86.73 87.18 88.49 90.49 88.10 87.49 88.65 89.65 90.75 87.84 89.40 88.86 87.79 88.49 88.59 89.21
498 372 48 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.40 89.32 89.52 86.37 87.64 87.46 89.10 89.63 87.60 91.18 87.63 89.33 88.10 89.63 87.54 88.62 89.74 88.87 88.98 88.18 88.93 88.10 86.89 87.54 88.20 89.32
499 372 48 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 89.37 88.46 90.71 88.31 88.12 88.75 88.04 89.19 89.78 89.09 89.78 89.25 87.58 90.39 88.45 89.44 89.65 88.74 90.70 86.46 88.55 87.24 87.79 89.36 86.93 87.56
528 372 48 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.83 85.14 88.48 88.68 89.56 86.37 89.41 88.10 88.47 90.18 87.65 88.59 87.02 90.09 86.35 86.26 90.09 83.73 88.64 88.51 86.94 85.58 88.49 87.25 87.03 88.15
529 372 48 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 90.67 88.88 86.89 87.10 89.35 88.92 88.88 89.82 90.51 90.28 88.33 88.67 90.86 87.46 88.35 88.98 88.13 89.33 88.57 87.69 88.54 88.00 89.08 89.69 86.48 87.50
530 372 48 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 89.71 88.05 90.24 88.51 89.35 86.25 90.57 88.83 88.16 87.98 85.86 89.08 88.66 86.12 88.57 89.47 89.84 89.69 90.22 89.21 89.14 87.84 90.07 85.31 88.69 89.45
531 372 48 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 90.20 87.21 90.48 88.56 88.65 88.94 89.03 89.85 88.64 87.78 86.97 89.38 87.96 88.06 87.33 90.51 87.13 87.37 89.84 89.33 89.65 89.74 84.72 87.08 88.32 85.87
560 372 48 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 89.19 89.89 88.29 89.95 89.25 86.61 88.96 86.46 89.44 87.00 89.38 89.86 87.32 88.06 87.97 87.70 87.01 88.28 88.19 89.55 87.46 88.16 88.89 87.01 87.50 86.49
561 372 48 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.88 88.04 89.47 86.70 85.99 87.47 86.86 88.37 86.33 88.12 87.62 88.52 88.66 89.25 87.16 88.07 89.13 90.04 89.41 88.59 87.21 87.63 90.12 87.20 87.60 89.05
562 372 48 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 89.68 86.01 87.05 87.59 85.92 87.53 88.01 88.28 88.51 87.35 90.08 89.10 89.22 86.64 89.80 89.17 89.86 89.60 89.78 88.31 85.78 78.97 88.77 86.28 89.51 88.86
563 372 48 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 89.24 89.13 88.69 88.25 87.97 89.03 89.02 87.75 89.76 89.20 87.90 88.48 89.73 89.72 90.01 89.10 87.49 90.12 90.03 88.71 87.30 87.82 89.97 86.07 88.04 88.39
592 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.20 88.52 90.37 87.36 89.23 87.07 88.58 87.90 89.21 89.86 89.78 86.85 86.00 87.67 86.88 90.36 89.22 86.51 87.82 88.89 88.16 88.11 91.25 87.88 88.44 87.99
593 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.57 86.73 89.34 86.31 90.24 86.45 87.62 86.25 88.36 88.72 88.56 85.11 88.25 90.32 89.13 88.72 88.06 88.26 90.30 86.17 88.86 85.70 89.22 87.70 87.37 85.70
594 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.32 86.93 88.34 88.67 86.85 87.11 88.86 88.33 90.47 87.61 88.55 86.35 86.27 87.09 86.30 90.01 88.54 87.68 89.43 88.34 87.90 88.79 88.62 88.85 89.23 86.20
595 372 48 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.44 85.29 86.95 88.12 88.88 87.85 89.15 88.28 87.52 90.25 87.49 87.73 87.28 88.53 88.55 88.57 88.72 89.93 88.34 87.44 89.99 86.33 90.32 88.42 86.26 86.47
624 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.45 90.07 89.96 86.78 89.37 88.36 89.25 89.31 87.62 89.96 89.02 86.09 87.72 88.49 88.01 88.61 89.70 88.19 89.64 89.42 89.05 88.81 89.47 89.21 90.07 85.67
625 372 48 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.87 87.13 89.59 88.62 89.88 90.09 88.53 88.23 89.09 88.66 90.17 88.57 90.17 90.50 88.02 88.78 88.57 89.78 90.81 89.39 89.04 89.46 89.77 87.46 90.70 88.50
626 372 48 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.70 88.22 88.17 88.09 89.62 89.38 88.63 88.27 89.30 88.48 90.04 86.94 91.33 88.73 87.89 88.82 89.67 87.69 89.57 89.26 88.90 86.97 91.55 86.34 88.85 86.55
627 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.01 89.83 90.84 88.58 88.95 88.28 88.18 88.20 89.87 89.78 89.43 87.98 87.88 88.32 87.52 88.77 89.39 85.85 91.08 87.79 89.11 90.07 90.75 87.26 87.86 84.88
656 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.28 90.29 88.94 88.13 89.51 89.06 89.04 90.16 91.51 89.50 90.08 89.61 88.13 90.19 90.01 90.06 90.13 90.47 88.70 87.94 88.38 87.59 90.58 88.52 87.04 89.76
657 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.79 90.62 91.29 89.35 89.92 90.43 87.93 89.75 87.97 89.74 89.25 88.38 88.15 90.40 88.67 90.08 90.68 90.09 89.96 82.87 88.96 89.19 90.86 89.94 90.17 87.94
658 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.60 88.09 89.96 89.63 87.85 87.75 89.66 90.59 84.93 90.78 87.77 87.91 89.80 90.74 88.40 88.98 90.28 89.48 91.06 88.95 89.21 87.94 90.03 87.97 89.86 87.51
659 372 48 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.61 90.02 90.10 89.09 89.31 86.46 87.57 88.02 90.24 89.70 89.62 88.13 90.50 90.44 88.48 89.28 90.40 89.90 91.89 90.07 88.41 88.65 91.38 88.10 90.77 89.23
688 372 48 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.45 89.06 88.38 88.11 89.35 88.11 87.41 89.17 87.44 89.42 87.21 88.66 89.36 90.53 88.01 89.51 89.33 90.38 89.16 88.79 87.83 88.70 89.40 86.54 87.56 85.19
689 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.11 88.98 86.66 87.50 88.58 87.26 88.07 89.85 87.80 89.85 87.97 86.99 88.75 89.07 87.31 89.30 89.20 86.38 89.90 88.64 88.40 88.75 89.74 87.79 89.54 89.24
690 372 48 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.06 87.54 88.05 87.71 88.96 85.94 84.48 89.20 89.95 88.14 87.48 86.57 86.25 90.00 87.61 89.76 89.29 89.03 89.31 88.45 89.26 88.02 88.10 86.02 88.93 83.77
691 372 48 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 86.73 88.79 87.83 89.16 87.61 87.23 89.09 89.32 89.35 90.33 88.28 86.14 87.61 88.88 87.59 90.25 88.81 89.32 87.79 89.77 88.82 88.23 87.11 88.29 88.14 86.70
720 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 89.47 87.23 89.75 88.19 88.78 88.16 89.37 89.54 91.63 89.36 89.71 88.65 88.87 89.53 87.74 88.86 88.60 89.00 89.59 90.93 88.57 88.33 89.86 88.82 89.78 86.81
721 372 48 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.35 88.15 90.06 88.06 87.92 89.26 85.91 87.53 89.88 88.19 86.36 88.40 89.14 89.66 89.61 92.82 88.18 89.95 90.58 88.21 88.70 87.66 88.19 90.71 88.57 88.55
722 372 48 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.82 88.90 89.57 86.41 88.93 90.93 89.46 88.38 89.84 89.70 88.64 89.58 89.02 89.45 88.62 88.83 87.83 88.76 91.14 89.56 89.16 88.70 89.35 87.68 91.12 86.93
723 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.34 88.50 89.54 84.45 89.25 88.83 88.29 90.62 89.81 90.42 91.61 89.11 89.61 88.91 88.28 89.14 89.06 89.11 89.86 85.95 89.02 85.87 92.43 89.47 88.18 88.24
752 372 48 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 88.90 89.57 87.96 88.31 88.84 85.88 88.23 89.93 88.30 88.84 88.64 90.17 90.00 90.56 89.17 90.06 89.81 91.55 90.81 89.47 87.35 89.15 90.84 89.44 89.34 86.57
753 372 48 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.39 88.99 90.11 89.58 84.93 87.83 89.77 88.77 88.32 90.40 89.13 88.61 89.36 91.37 89.36 85.18 88.33 89.29 89.59 88.96 89.30 88.69 87.30 88.47 87.36 87.73
754 372 48 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.36 88.92 89.96 88.70 87.96 88.46 89.34 88.06 91.11 89.38 85.49 87.14 89.99 89.17 88.07 90.33 91.30 87.36 88.66 90.43 88.14 88.85 91.88 90.18 89.60 88.41
755 372 48 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.94 88.54 89.38 89.08 89.09 85.71 87.57 89.60 89.67 89.08 88.85 89.31 89.01 89.03 88.30 90.64 89.48 91.87 91.32 88.77 88.31 87.72 89.67 87.25 88.71 85.30
784 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.70 87.75 90.12 88.38 88.14 87.18 86.59 86.89 88.53 89.31 89.96 87.97 87.81 88.47 87.82 89.62 88.42 90.33 88.25 86.32 88.71 88.65 89.95 89.23 87.14 87.06
785 372 48 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 87.44 88.06 89.62 87.06 88.12 88.09 88.95 89.72 88.26 88.93 89.04 87.26 89.50 89.00 86.24 89.34 86.64 89.38 89.43 87.25 89.85 85.93 88.32 86.77 88.52 86.28
786 372 48 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 86.40 85.78 89.34 88.51 85.26 86.94 87.78 87.51 88.25 87.56 88.16 89.70 87.75 85.79 86.83 88.07 88.31 88.01 89.78 88.24 85.91 87.08 86.64 87.92 87.60 84.69
787 372 48 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.33 88.25 87.86 87.03 86.92 87.79 89.18 88.85 89.65 88.33 87.75 86.25 84.70 87.29 88.10 89.62 87.30 90.47 90.09 88.73 88.16 86.95 89.27 87.00 85.37 87.35
816 372 48 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 89.19 89.24 89.18 88.23 89.39 90.65 89.78 87.84 90.52 89.12 89.32 87.92 89.22 89.74 86.31 88.89 88.01 90.78 90.13 89.68 88.55 85.02 91.00 87.88 84.36 87.12
817 372 48 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.27 86.99 90.07 88.12 89.20 84.26 89.42 89.52 88.64 88.61 89.36 88.83 88.44 88.93 88.84 87.39 87.69 89.01 86.65 90.11 89.51 86.84 88.26 87.25 88.72 89.24
818 372 48 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.31 90.34 89.26 88.13 86.28 85.98 90.50 88.35 88.93 86.77 87.35 86.14 89.53 90.02 89.17 89.44 88.31 90.54 90.18 86.95 88.96 87.24 88.44 87.83 87.58 87.03
819 372 48 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 87.57 88.31 87.28 88.71 86.59 89.99 87.31 87.75 87.94 88.56 87.29 88.14 89.89 90.85 88.41 90.18 87.79 88.23 88.40 89.84 89.55 87.82 89.82 88.60 87.63 87.78
848 372 48 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.76 85.78 89.80 88.93 88.86 89.22 90.58 89.33 90.19 89.23 90.03 88.27 89.43 89.37 88.57 88.81 89.66 91.09 90.68 88.07 88.64 87.51 89.29 88.87 90.21 89.01
849 372 48 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 87.26 89.84 89.64 87.73 87.43 86.78 90.13 88.60 88.93 89.10 88.35 87.84 90.73 89.49 86.33 89.73 89.90 88.87 89.72 88.53 87.92 88.58 89.60 86.46 87.44 87.25
850 372 48 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 87.61 86.55 88.67 88.65 87.87 88.63 87.23 88.72 87.95 90.39 89.03 87.62 88.56 87.02 86.27 88.27 89.69 89.36 90.19 89.06 87.76 86.46 89.92 88.94 88.15 87.36
851 372 48 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 87.72 89.49 87.13 88.07 88.55 88.15 88.93 87.73 89.35 89.83 89.99 87.91 88.48 90.67 87.43 90.74 90.25 89.50 90.42 88.29 89.22 89.94 87.41 89.66 89.00 87.04
880 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.84 86.92 88.95 88.52 86.53 87.99 88.11 87.86 89.60 87.81 89.18 87.45 90.17 89.67 86.04 89.22 88.06 90.88 89.78 89.37 90.73 86.73 90.60 88.08 87.85 88.97
881 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.57 86.63 87.74 85.66 87.83 88.41 89.31 88.08 87.89 88.64 88.12 90.52 89.08 89.35 86.96 89.34 89.17 88.34 88.83 86.75 90.02 87.49 88.88 88.38 89.83 88.57
882 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.98 87.65 86.88 86.26 88.20 88.07 88.79 89.57 90.01 88.93 89.73 89.50 88.69 89.06 88.75 90.05 87.74 89.12 88.07 87.41 88.55 86.03 88.38 88.08 88.66 87.60
883 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.58 87.65 87.84 89.80 89.47 87.52 88.30 88.82 89.85 89.33 90.41 87.90 90.68 87.56 87.87 90.15 89.39 87.77 88.91 89.07 90.54 88.55 89.90 88.98 88.70 86.90
912 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.40 88.53 91.19 88.12 86.69 87.89 86.21 88.49 88.48 90.28 89.97 87.94 88.25 89.88 87.44 90.34 89.79 91.19 90.72 88.95 89.15 89.23 90.08 88.25 87.90 88.94
913 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.74 87.47 90.15 89.38 91.13 90.24 88.88 89.10 87.65 90.15 89.70 88.30 88.84 90.42 90.11 90.56 89.14 89.36 90.13 90.06 87.48 87.76 91.81 89.30 88.09 88.79
914 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.21 89.95 89.94 88.13 90.51 87.95 90.19 87.24 90.51 88.71 89.19 89.32 89.68 90.88 88.77 90.12 90.03 89.75 88.26 88.69 88.02 88.24 91.23 88.20 87.99 86.70
915 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.13 88.83 89.04 88.28 86.94 88.30 88.74 89.85 90.40 87.27 89.25 88.39 90.81 89.54 89.79 90.80 87.50 90.02 89.72 89.87 90.45 87.96 90.81 86.23 90.25 85.74
944 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.35 88.61 90.41 87.00 89.31 88.14 88.66 89.16 89.24 89.28 89.07 88.76 89.28 89.38 88.20 90.35 89.70 89.52 90.95 88.52 89.19 89.03 90.60 87.58 88.72 89.21
945 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.55 90.75 90.55 87.72 90.46 89.23 89.08 89.98 89.73 87.48 90.38 87.61 88.64 88.30 86.73 90.01 89.97 90.46 90.84 89.74 88.06 88.92 90.38 88.45 88.53 86.56
946 372 48 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.69 89.06 89.62 89.70 89.26 88.94 90.71 88.22 89.19 89.50 89.85 88.96 89.86 87.82 88.19 90.82 89.77 89.42 88.38 89.65 89.88 88.28 90.05 89.80 88.24 87.61
947 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.78 89.42 88.84 89.57 88.56 90.47 89.80 89.71 89.68 89.16 89.52 90.39 90.51 91.62 88.75 88.64 90.13 90.75 90.48 88.14 90.41 90.31 90.45 88.61 90.32 87.58
976 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.49 88.04 88.15 88.79 88.79 86.72 87.82 88.98 89.49 87.73 90.73 84.98 89.10 86.97 87.28 88.77 90.10 87.11 88.96 88.71 87.34 86.97 88.40 86.75 87.82 85.20
977 372 48 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.43 87.12 88.49 87.87 86.93 88.25 88.03 88.75 89.58 89.35 89.23 88.91 90.02 88.53 87.59 87.78 88.00 88.79 90.95 86.99 88.86 88.73 89.36 84.85 87.28 88.38
978 372 48 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 85.11 87.41 86.81 89.41 89.30 88.19 89.02 88.74 88.45 87.31 83.58 87.02 88.42 88.16 87.43 88.93 89.63 90.41 88.81 87.87 88.43 88.71 89.49 87.08 85.54 85.04
979 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 86.70 90.12 88.85 87.61 87.04 88.20 88.46 87.71 87.65 87.77 88.58 87.26 88.33 86.98 89.22 90.62 89.83 87.87 88.20 87.30 88.48 87.70 88.06 88.22 86.10 84.83
1008 372 48 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.29 88.67 89.59 87.27 87.89 86.50 92.39 89.47 92.71 90.45 87.11 88.15 89.49 90.42 85.76 88.67 89.34 90.02 90.79 87.49 88.73 88.32 90.08 87.99 86.48 88.22
1009 372 48 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.14 90.17 89.99 90.16 88.10 88.62 90.24 89.85 88.88 88.38 90.27 90.55 88.68 86.27 86.53 90.97 89.53 88.11 88.46 89.77 88.39 86.96 88.51 86.48 87.91 88.54
1010 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.03 87.91 90.88 88.16 88.36 88.81 90.44 90.43 91.12 90.27 90.62 87.10 90.12 88.52 88.65 90.76 88.71 89.72 90.28 88.53 91.24 90.28 92.07 87.22 89.09 88.13
1011 372 48 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.53 87.88 89.73 88.81 91.42 86.84 89.22 89.22 88.30 88.47 85.88 88.41 89.52 90.15 87.68 90.10 87.90 90.28 90.20 89.35 88.58 89.02 89.54 87.12 89.26 87.81
1040 372 48 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 89.39 88.64 88.95 88.54 87.96 89.67 88.96 89.69 88.86 90.15 88.32 87.86 89.00 89.71 88.22 89.21 88.87 89.03 90.17 89.40 89.72 91.00 90.97 88.92 87.49 88.75
1041 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.99 90.14 91.01 86.59 90.02 87.25 88.96 88.46 88.71 89.95 88.62 89.41 88.10 90.27 88.43 90.80 88.81 87.40 90.26 90.86 89.59 89.23 89.92 88.08 89.29 89.18
1042 372 48 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.35 87.99 88.88 89.76 87.93 89.35 90.03 89.55 89.35 89.20 87.03 87.75 88.44 89.75 87.78 90.67 90.14 89.33 89.93 89.17 89.15 87.82 90.83 88.21 89.33 88.99
1043 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.40 90.19 91.57 88.70 89.20 89.25 90.99 89.29 88.37 90.39 87.98 87.93 89.89 88.87 88.58 88.69 89.89 90.25 89.51 87.26 90.54 89.14 91.45 88.86 87.97 88.75
1072 372 48 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 89.48 90.50 90.38 86.27 87.68 87.68 90.68 88.48 85.87 89.28 88.91 86.75 87.15 86.78 88.71 89.71 86.46 88.73 88.38 89.16 88.12 85.76 87.67 87.71 89.07 87.88
1073 372 48 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 88.16 89.17 89.43 86.90 88.16 86.06 89.91 87.63 88.83 88.79 87.04 86.54 87.83 88.58 86.06 89.33 87.96 89.74 87.32 86.93 87.68 86.77 88.09 88.21 84.77 87.48
1074 372 48 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 88.76 88.67 87.62 87.09 87.85 88.24 84.45 86.96 88.23 88.73 86.50 87.76 90.46 90.30 87.39 89.62 89.21 88.17 89.15 88.36 88.09 85.67 89.69 87.42 88.04 89.72
1075 372 48 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.20 86.65 88.29 88.22 87.46 87.80 88.14 88.02 88.88 88.10 88.01 88.28 88.28 87.63 87.39 90.67 88.37 88.45 86.67 89.00 88.25 85.91 88.31 86.88 88.43 85.73
1104 372 48 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.67 87.89 89.93 86.67 88.49 85.56 87.54 87.97 87.21 88.45 87.94 89.37 89.08 90.39 86.96 87.42 88.10 87.71 89.40 89.67 88.69 87.84 89.52 86.22 88.15 88.93
1105 372 48 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.27 89.51 89.14 88.74 87.72 86.52 90.21 87.78 88.59 90.60 89.60 87.73 88.58 90.34 89.70 89.02 89.87 89.50 90.22 90.30 85.96 89.29 89.10 88.37 89.28 86.22
1106 372 48 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 87.29 87.40 89.51 88.53 88.35 89.02 88.75 90.59 90.21 90.18 87.76 89.33 89.22 88.92 88.60 88.89 90.53 87.74 90.63 89.29 89.17 86.69 89.71 88.82 89.94 87.35
1107 372 48 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 87.10 89.47 89.87 88.76 89.21 87.99 87.28 89.48 88.27 88.62 90.20 85.42 91.25 90.06 87.95 88.19 89.63 89.39 90.36 89.37 88.26 88.87 89.18 87.98 89.95 84.50
1136 372 48 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.77 87.90 91.36 86.64 89.38 88.09 90.19 86.85 87.08 90.58 88.71 88.39 90.54 87.17 87.12 90.05 88.21 89.12 87.34 90.74 88.34 87.09 90.85 87.42 88.88 87.22
1137 372 48 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.26 86.76 89.77 88.77 88.15 87.58 90.09 88.26 90.03 88.80 90.07 88.04 90.39 89.45 87.64 90.07 89.31 89.79 88.99 89.65 84.01 88.54 86.65 88.48 88.27 88.41
1138 372 48 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 87.95 86.61 90.80 87.41 88.32 89.23 88.74 89.17 90.79 87.98 88.56 89.84 87.38 89.19 86.91 88.76 88.83 89.24 90.43 89.13 88.78 88.76 89.69 88.99 88.29 88.39
1139 372 48 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 89.29 89.10 90.92 89.55 88.12 89.40 89.25 88.77 90.52 89.79 89.28 90.55 88.43 87.14 88.27 87.93 87.50 90.29 87.52 89.60 87.78 87.95 90.87 89.70 88.85 85.56


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
883 87.03 85.74 86.31 88.14 88.44 87.34 86.72 85.86 87.09 87.04 88.02 88.18 89.20 86.97 86.17 87.71 86.98 87.52 88.96 89.04 88.51 86.18 88.05 87.49 86.42 86.96 87.387308
592 88.11 86.68 88.10 87.25 87.14 86.19 86.88 89.01 87.91 87.05 88.29 88.43 86.46 86.81 85.83 88.53 86.71 88.51 87.30 88.15 85.29 85.67 88.37 86.07 87.74 86.81 87.280385
624 88.19 87.81 86.57 85.48 87.44 86.69 89.85 88.09 88.40 87.14 87.13 86.75 87.82 87.41 87.26 86.59 87.47 87.22 88.21 89.05 85.09 86.20 85.96 86.96 87.73 86.19 87.257692
881 87.58 87.90 86.75 85.01 86.32 87.91 87.62 87.69 86.67 86.81 87.91 87.64 89.35 87.11 86.12 87.43 88.17 88.36 88.41 87.68 86.93 84.85 86.93 85.30 88.61 86.98 87.232308
593 87.31 87.24 86.32 86.82 87.30 88.60 86.38 87.22 88.31 87.53 88.59 86.83 88.90 87.54 87.34 87.63 86.33 87.78 88.62 88.31 88.00 83.90 86.76 86.99 86.24 84.36 87.198077
657 87.87 86.71 87.15 87.04 87.18 87.71 87.65 87.19 85.55 87.89 88.03 87.68 87.59 88.49 87.19 87.96 87.38 89.31 87.39 86.06 85.54 85.56 86.56 85.50 86.37 87.60 87.159615
689 87.69 86.55 85.11 87.53 85.90 86.48 88.16 88.59 87.27 86.89 87.42 87.53 88.23 87.24 86.07 87.54 86.27 86.80 88.77 87.97 87.15 86.99 87.81 86.44 87.38 86.00 87.145385
947 87.48 86.07 85.76 85.72 86.29 89.30 87.93 86.59 87.62 87.37 87.15 89.02 88.61 87.32 86.79 87.89 86.52 88.57 87.44 87.61 86.58 88.28 86.20 85.28 85.51 86.01 87.111923
882 86.34 86.52 86.58 86.27 86.88 88.36 86.93 87.22 87.30 86.88 87.64 88.50 87.42 85.83 86.91 89.11 86.93 88.08 87.77 87.99 86.10 84.53 87.63 86.37 87.65 85.89 87.062692
914 85.54 86.77 86.03 87.40 86.91 85.50 87.86 88.37 88.03 86.60 86.93 88.26 88.56 88.31 86.49 89.19 86.94 87.22 87.91 88.56 85.37 86.52 88.39 84.51 85.75 85.65 87.060385

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
880 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 85.90 87.01 84.82 87.54 86.54 88.94 86.61 87.27 87.86 87.57 88.45 86.24 87.20 87.22 85.53 88.52 86.33 88.92 88.32 86.94 87.06 85.67 86.72 86.06 85.21 86.48
881 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.58 87.90 86.75 85.01 86.32 87.91 87.62 87.69 86.67 86.81 87.91 87.64 89.35 87.11 86.12 87.43 88.17 88.36 88.41 87.68 86.93 84.85 86.93 85.30 88.61 86.98
882 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.34 86.52 86.58 86.27 86.88 88.36 86.93 87.22 87.30 86.88 87.64 88.50 87.42 85.83 86.91 89.11 86.93 88.08 87.77 87.99 86.10 84.53 87.63 86.37 87.65 85.89
883 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.03 85.74 86.31 88.14 88.44 87.34 86.72 85.86 87.09 87.04 88.02 88.18 89.20 86.97 86.17 87.71 86.98 87.52 88.96 89.04 88.51 86.18 88.05 87.49 86.42 86.96
976 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.76 86.03 85.94 86.93 87.32 87.98 87.93 88.46 88.30 86.81 87.92 86.68 87.85 86.32 86.29 87.83 87.46 87.86 87.25 88.70 86.71 86.24 86.50 84.69 85.44 84.92
979 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.12 87.34 86.84 87.43 85.75 86.86 86.07 86.77 87.35 85.67 88.07 88.97 88.43 86.77 87.36 87.52 88.54 87.45 87.19 87.80 85.28 84.32 86.87 85.70 86.02 85.47
592 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.11 86.68 88.10 87.25 87.14 86.19 86.88 89.01 87.91 87.05 88.29 88.43 86.46 86.81 85.83 88.53 86.71 88.51 87.30 88.15 85.29 85.67 88.37 86.07 87.74 86.81
593 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.31 87.24 86.32 86.82 87.30 88.60 86.38 87.22 88.31 87.53 88.59 86.83 88.90 87.54 87.34 87.63 86.33 87.78 88.62 88.31 88.00 83.90 86.76 86.99 86.24 84.36
594 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.16 87.56 85.99 86.44 85.41 87.38 86.60 87.11 86.34 88.31 87.94 88.07 87.28 86.45 87.18 89.80 87.06 87.62 88.36 88.12 84.70 87.20 86.36 85.98 86.46 86.75
689 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.69 86.55 85.11 87.53 85.90 86.48 88.16 88.59 87.27 86.89 87.42 87.53 88.23 87.24 86.07 87.54 86.27 86.80 88.77 87.97 87.15 86.99 87.81 86.44 87.38 86.00
784 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 86.87 87.54 87.25 84.24 85.49 87.52 86.09 86.51 86.55 87.66 87.91 87.02 87.07 87.74 85.33 89.16 86.85 88.49 88.25 87.84 87.23 85.89 86.84 86.52 84.64 84.82
912 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 85.21 87.78 86.58 85.41 85.85 87.43 85.81 87.56 87.16 88.23 88.57 88.08 87.89 87.11 87.41 88.41 86.35 88.08 88.53 88.70 87.09 85.56 85.44 85.60 86.69 86.75
913 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.00 86.83 85.83 86.10 86.37 88.36 86.65 87.71 85.47 87.63 88.53 87.86 87.87 87.51 87.82 87.98 86.10 87.14 87.72 88.43 84.69 84.31 86.96 85.88 84.72 87.35
914 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 85.54 86.77 86.03 87.40 86.91 85.50 87.86 88.37 88.03 86.60 86.93 88.26 88.56 88.31 86.49 89.19 86.94 87.22 87.91 88.56 85.37 86.52 88.39 84.51 85.75 85.65
915 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.65 86.18 86.05 88.59 86.39 87.89 87.37 87.62 86.48 86.25 86.98 88.51 88.44 86.36 86.43 87.94 84.24 87.57 88.71 88.11 87.44 85.54 87.60 85.65 84.84 85.40
1010 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.49 85.33 85.19 86.53 85.96 87.64 88.60 87.45 87.26 87.16 86.58 86.94 89.92 86.04 86.92 86.92 88.41 88.05 87.44 89.81 84.90 86.93 86.88 84.37 87.08 84.03
624 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.19 87.81 86.57 85.48 87.44 86.69 89.85 88.09 88.40 87.14 87.13 86.75 87.82 87.41 87.26 86.59 87.47 87.22 88.21 89.05 85.09 86.20 85.96 86.96 87.73 86.19
627 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 86.32 86.17 86.61 86.29 88.98 87.36 86.66 89.36 87.98 86.48 87.80 87.81 86.53 87.33 86.68 87.94 86.45 86.51 87.03 87.13 85.09 88.70 86.52 84.73 87.48 85.12
720 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.04 86.93 86.26 87.99 85.77 87.53 87.77 87.31 87.22 87.22 87.64 87.54 88.28 86.32 84.89 88.92 87.54 87.22 87.52 87.66 86.20 84.61 87.86 85.41 87.77 84.37
723 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 86.90 87.93 85.12 85.83 87.22 87.82 87.78 87.81 87.35 86.95 88.53 86.34 88.53 86.45 86.18 88.66 87.65 85.97 88.04 86.94 85.45 84.79 87.12 88.74 86.25 87.20
944 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.37 85.45 87.88 86.25 86.43 87.02 86.21 86.90 87.40 87.28 85.99 87.35 87.67 86.34 87.32 88.57 87.29 88.50 88.76 87.38 87.87 86.25 86.45 85.29 87.41 86.33
945 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 85.62 87.53 88.82 86.25 86.80 87.30 85.68 87.84 88.44 85.27 88.56 88.81 85.76 86.77 85.40 87.57 87.14 86.88 88.34 87.28 84.84 87.58 88.33 85.09 85.92 84.63
947 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.48 86.07 85.76 85.72 86.29 89.30 87.93 86.59 87.62 87.37 87.15 89.02 88.61 87.32 86.79 87.89 86.52 88.57 87.44 87.61 86.58 88.28 86.20 85.28 85.51 86.01
1041 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 86.50 86.61 86.00 85.11 85.89 86.97 87.66 88.07 87.72 86.58 87.63 87.79 86.36 89.87 87.04 88.03 86.85 87.06 88.32 87.20 87.68 86.30 87.09 84.18 85.25 86.87
1043 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 86.67 87.81 86.04 86.41 86.41 88.61 86.81 87.98 86.83 86.94 86.31 87.69 88.61 85.88 86.60 87.31 86.11 87.58 87.88 87.13 87.68 88.31 87.13 84.51 83.70 85.34
656 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 87.34 88.29 86.54 87.09 87.11 88.00 85.75 85.63 88.13 87.21 87.90 87.53 86.64 87.83 88.93 85.93 87.45 89.69 86.45 86.79 86.09 84.37 88.36 86.16 85.68 86.36
657 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.87 86.71 87.15 87.04 87.18 87.71 87.65 87.19 85.55 87.89 88.03 87.68 87.59 88.49 87.19 87.96 87.38 89.31 87.39 86.06 85.54 85.56 86.56 85.50 86.37 87.60
658 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 85.94 88.06 86.90 87.96 86.43 86.90 87.43 88.32 86.41 86.13 87.50 89.11 86.19 88.52 87.37 87.03 89.22 87.28 87.94 87.14 85.80 85.83 87.78 85.22 85.75 85.38 
Size of the All data:  (144, 29)
Size of the Sig data:  (28, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
17 372 48 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.84 86.92 88.95 88.52 86.53 87.99 88.11 87.86 89.60 87.81 89.18 87.45 90.17 89.67 86.04 89.22 88.06 90.88 89.78 89.37 90.73 86.73 90.60 88.08 87.85 88.97
3 372 48 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.57 86.63 87.74 85.66 87.83 88.41 89.31 88.08 87.89 88.64 88.12 90.52 89.08 89.35 86.96 89.34 89.17 88.34 88.83 86.75 90.02 87.49 88.88 88.38 89.83 88.57
8 372 48 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.98 87.65 86.88 86.26 88.20 88.07 88.79 89.57 90.01 88.93 89.73 89.50 88.69 89.06 88.75 90.05 87.74 89.12 88.07 87.41 88.55 86.03 88.38 88.08 88.66 87.60
0 372 48 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.58 87.65 87.84 89.80 89.47 87.52 88.30 88.82 89.85 89.33 90.41 87.90 90.68 87.56 87.87 90.15 89.39 87.77 88.91 89.07 90.54 88.55 89.90 88.98 88.70 86.90
19 372 48 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.49 88.04 88.15 88.79 88.79 86.72 87.82 88.98 89.49 87.73 90.73 84.98 89.10 86.97 87.28 88.77 90.10 87.11 88.96 88.71 87.34 86.97 88.40 86.75 87.82 85.20
23 372 48 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 86.70 90.12 88.85 87.61 87.04 88.20 88.46 87.71 87.65 87.77 88.58 87.26 88.33 86.98 89.22 90.62 89.83 87.87 88.20 87.30 88.48 87.70 88.06 88.22 86.10 84.83
1 372 48 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.20 88.52 90.37 87.36 89.23 87.07 88.58 87.90 89.21 89.86 89.78 86.85 86.00 87.67 86.88 90.36 89.22 86.51 87.82 88.89 88.16 88.11 91.25 87.88 88.44 87.99
4 372 48 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.57 86.73 89.34 86.31 90.24 86.45 87.62 86.25 88.36 88.72 88.56 85.11 88.25 90.32 89.13 88.72 88.06 88.26 90.30 86.17 88.86 85.70 89.22 87.70 87.37 85.70
15 372 48 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.32 86.93 88.34 88.67 86.85 87.11 88.86 88.33 90.47 87.61 88.55 86.35 86.27 87.09 86.30 90.01 88.54 87.68 89.43 88.34 87.90 88.79 88.62 88.85 89.23 86.20
6 372 48 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.11 88.98 86.66 87.50 88.58 87.26 88.07 89.85 87.80 89.85 87.97 86.99 88.75 89.07 87.31 89.30 89.20 86.38 89.90 88.64 88.40 88.75 89.74 87.79 89.54 89.24
27 372 48 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.70 87.75 90.12 88.38 88.14 87.18 86.59 86.89 88.53 89.31 89.96 87.97 87.81 88.47 87.82 89.62 88.42 90.33 88.25 86.32 88.71 88.65 89.95 89.23 87.14 87.06
12 372 48 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.40 88.53 91.19 88.12 86.69 87.89 86.21 88.49 88.48 90.28 89.97 87.94 88.25 89.88 87.44 90.34 89.79 91.19 90.72 88.95 89.15 89.23 90.08 88.25 87.90 88.94
24 372 48 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.74 87.47 90.15 89.38 91.13 90.24 88.88 89.10 87.65 90.15 89.70 88.30 88.84 90.42 90.11 90.56 89.14 89.36 90.13 90.06 87.48 87.76 91.81 89.30 88.09 88.79
9 372 48 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.21 89.95 89.94 88.13 90.51 87.95 90.19 87.24 90.51 88.71 89.19 89.32 89.68 90.88 88.77 90.12 90.03 89.75 88.26 88.69 88.02 88.24 91.23 88.20 87.99 86.70
22 372 48 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.13 88.83 89.04 88.28 86.94 88.30 88.74 89.85 90.40 87.27 89.25 88.39 90.81 89.54 89.79 90.80 87.50 90.02 89.72 89.87 90.45 87.96 90.81 86.23 90.25 85.74
20 372 48 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.03 87.91 90.88 88.16 88.36 88.81 90.44 90.43 91.12 90.27 90.62 87.10 90.12 88.52 88.65 90.76 88.71 89.72 90.28 88.53 91.24 90.28 92.07 87.22 89.09 88.13
2 372 48 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.45 90.07 89.96 86.78 89.37 88.36 89.25 89.31 87.62 89.96 89.02 86.09 87.72 88.49 88.01 88.61 89.70 88.19 89.64 89.42 89.05 88.81 89.47 89.21 90.07 85.67
16 372 48 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 89.01 89.83 90.84 88.58 88.95 88.28 88.18 88.20 89.87 89.78 89.43 87.98 87.88 88.32 87.52 88.77 89.39 85.85 91.08 87.79 89.11 90.07 90.75 87.26 87.86 84.88
21 372 48 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 89.47 87.23 89.75 88.19 88.78 88.16 89.37 89.54 91.63 89.36 89.71 88.65 88.87 89.53 87.74 88.86 88.60 89.00 89.59 90.93 88.57 88.33 89.86 88.82 89.78 86.81
10 372 48 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.34 88.50 89.54 84.45 89.25 88.83 88.29 90.62 89.81 90.42 91.61 89.11 89.61 88.91 88.28 89.14 89.06 89.11 89.86 85.95 89.02 85.87 92.43 89.47 88.18 88.24
14 372 48 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 90.35 88.61 90.41 87.00 89.31 88.14 88.66 89.16 89.24 89.28 89.07 88.76 89.28 89.38 88.20 90.35 89.70 89.52 90.95 88.52 89.19 89.03 90.60 87.58 88.72 89.21
25 372 48 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.55 90.75 90.55 87.72 90.46 89.23 89.08 89.98 89.73 87.48 90.38 87.61 88.64 88.30 86.73 90.01 89.97 90.46 90.84 89.74 88.06 88.92 90.38 88.45 88.53 86.56
7 372 48 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.78 89.42 88.84 89.57 88.56 90.47 89.80 89.71 89.68 89.16 89.52 90.39 90.51 91.62 88.75 88.64 90.13 90.75 90.48 88.14 90.41 90.31 90.45 88.61 90.32 87.58
18 372 48 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.99 90.14 91.01 86.59 90.02 87.25 88.96 88.46 88.71 89.95 88.62 89.41 88.10 90.27 88.43 90.80 88.81 87.40 90.26 90.86 89.59 89.23 89.92 88.08 89.29 89.18
26 372 48 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 91.40 90.19 91.57 88.70 89.20 89.25 90.99 89.29 88.37 90.39 87.98 87.93 89.89 88.87 88.58 88.69 89.89 90.25 89.51 87.26 90.54 89.14 91.45 88.86 87.97 88.75
13 372 48 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.28 90.29 88.94 88.13 89.51 89.06 89.04 90.16 91.51 89.50 90.08 89.61 88.13 90.19 90.01 90.06 90.13 90.47 88.70 87.94 88.38 87.59 90.58 88.52 87.04 89.76
5 372 48 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.79 90.62 91.29 89.35 89.92 90.43 87.93 89.75 87.97 89.74 89.25 88.38 88.15 90.40 88.67 90.08 90.68 90.09 89.96 82.87 88.96 89.19 90.86 89.94 90.17 87.94
11 372 48 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.60 88.09 89.96 89.63 87.85 87.75 89.66 90.59 84.93 90.78 87.77 87.91 89.80 90.74 88.40 88.98 90.28 89.48 91.06 88.95 89.21 87.94 90.03 87.97 89.86 87.51 
Size of the test data:  (28, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_16 87.986429 0.852779
mAP_valid_abs_values_19 87.958214 0.619976
mAP_valid_abs_values_20 87.840000 0.818191
mAP_valid_abs_values_13 87.809286 1.030552
mAP_valid_abs_values_18 87.758571 0.841413
mAP_valid_abs_values_12 87.755714 0.796280
mAP_valid_abs_values_11 87.711429 0.697762
mAP_valid_abs_values_6 87.556786 0.836895
mAP_valid_abs_values_8 87.553929 0.856234
mAP_valid_abs_values_9 87.300000 0.799162
mAP_valid_abs_values_14 87.137857 0.909047
mAP_valid_abs_values_23 87.123929 0.785071
mAP_valid_abs_values_7 87.123571 0.961134
mAP_valid_abs_values_17 87.026429 0.942456
mAP_valid_abs_values_10 87.019643 0.683089
mAP_valid_abs_values_2 86.941786 0.819937
mAP_valid_abs_values 86.785714 0.814477
mAP_valid_abs_values_15 86.673214 0.859350
mAP_valid_abs_values_5 86.640000 0.830016
mAP_valid_abs_values_4 86.608929 1.042154
mAP_valid_abs_values_3 86.405000 0.900718
mAP_valid_abs_values_21 86.298571 1.146998
mAP_valid_abs_values_25 86.275357 1.171158
mAP_valid_abs_values_22 85.967143 1.285405
mAP_valid_abs_values_26 85.929286 0.993322
mAP_valid_abs_values_24 85.738929 1.018875


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()

optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 90.206429 1.120873
mAP_test_abs_values_16 89.704643 0.756461
mAP_test_abs_values_19 89.624643 0.964394
mAP_test_abs_values_3 89.539286 1.306961
mAP_test_abs_values_11 89.383571 0.925488
mAP_test_abs_values_17 89.258571 0.823658
mAP_test_abs_values_10 89.215714 1.010920
mAP_test_abs_values_14 89.159643 1.231868
mAP_test_abs_values_9 89.146071 1.434972
mAP_test_abs_values_21 89.075714 1.027818
mAP_test_abs_values_18 88.959286 1.468526
mAP_test_abs_values_8 88.932857 1.130827
mAP_test_abs_values_13 88.836071 1.179558
average_map 88.809849 0.496770
mAP_test_abs_values_5 88.775357 1.231074
mAP_test_abs_values_7 88.720714 1.031597
mAP_test_abs_values 88.699286 1.057239
mAP_test_abs_values_2 88.655357 1.287991
mAP_test_abs_values_25 88.635357 1.098179
mAP_test_abs_values_24 88.282500 0.834189
mAP_test_abs_values_20 88.265714 1.666154
mAP_test_abs_values_22 88.263214 1.220765
mAP_test_abs_values_6 88.227857 1.044525
mAP_test_abs_values_15 88.130000 1.049045
mAP_test_abs_values_12 87.991429 1.378103
mAP_test_abs_values_4 87.915000 1.272462
mAP_test_abs_values_26 87.451786 1.453354
Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_48 =  res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]

res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]


result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')


result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]

html_table = result_merged_mwu_48.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))

#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))

# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()

# # Valid
# fig.add_trace(go.Scatterpolar(
#        r=list(res_test_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Test'
# ))

# # Test
# fig.add_trace(go.Scatterpolar(
#       r=list(res_valid_mwu_48['mean']),
#       theta=categories,
#       #fill='toself',
#       name='Valid'
# ))

# # Customization of chart
# fig.update_layout(
#   title={
#       'text': "",
#          'xanchor': 'center',
#       'yanchor': 'top'
#   },
#   polar=dict(
#     radialaxis=dict(
#       visible=True,
#       range=[88, 93]
#     )),
#   showlegend=True
# )

# fig.show()
# fig.write_image("MU_Test.png")
id valid_score test_score
0 16 87.986429 89.704643
1 19 87.958214 89.624643
2 20 87.840000 88.265714
3 13 87.809286 88.836071
4 18 87.758571 88.959286
5 12 87.755714 87.991429
6 11 87.711429 89.383571
7 6 87.556786 88.227857
8 8 87.553929 88.932857
9 9 87.300000 89.146071
10 14 87.137857 89.159643
11 23 87.123929 90.206429
12 7 87.123571 88.720714
13 17 87.026429 89.258571
14 10 87.019643 89.215714
15 2 86.941786 88.655357
16 1 86.785714 88.699286
17 15 86.673214 88.130000
18 5 86.640000 88.775357
19 4 86.608929 87.915000
20 3 86.405000 89.539286
21 21 86.298571 89.075714
22 25 86.275357 88.635357
23 22 85.967143 88.263214
24 26 85.929286 87.451786
25 24 85.738929 88.282500
Code 
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 32

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
8 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 80.56 78.78 81.37 79.76 83.03 80.81 82.15 77.59 82.69 84.58 84.27 83.46 86.21 81.76 81.70 84.64 80.11 83.32 84.95 83.65 81.12 80.93 79.03 82.74 81.51 83.83
9 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 84.01 84.06 83.16 84.66 81.62 82.32 83.39 83.20 84.21 85.33 85.88 83.73 85.19 81.64 83.75 84.94 84.19 85.29 85.55 83.79 81.89 80.44 82.66 82.36 85.53 81.64
10 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 82.73 83.09 83.07 84.00 82.82 85.07 83.69 83.57 86.12 84.93 82.53 86.21 82.93 84.36 85.01 83.97 83.13 82.57 83.22 83.22 82.49 81.73 81.56 82.47 81.69 83.32
11 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 83.91 83.65 84.77 82.93 81.13 83.74 83.93 83.17 81.79 80.79 85.32 84.75 84.33 86.57 85.86 86.64 82.42 85.19 83.69 85.36 82.55 80.74 84.23 82.12 82.68 81.54
40 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 84.18 84.15 82.36 82.19 81.99 83.22 83.98 81.76 84.85 84.92 85.48 84.40 83.33 79.77 84.48 84.78 83.27 84.60 83.05 83.81 81.58 81.89 82.42 80.65 77.48 80.97
41 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 19.49 86.13 84.40 84.58 84.39 83.24 84.11 84.81 85.90 84.41 86.07 87.20 85.81 84.30 84.82 85.13 83.64 86.53 85.01 84.27 82.62 81.33 82.98 83.20 82.38 81.84
42 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 82.53 84.81 19.49 83.08 85.90 85.04 84.73 85.21 87.11 83.33 83.92 83.81 85.00 85.21 86.22 84.23 84.08 83.36 85.36 86.37 84.97 80.92 83.21 82.35 84.91 82.64
43 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 82.94 85.11 83.73 84.65 83.85 84.50 85.07 83.59 83.25 85.68 85.39 86.10 84.62 84.75 84.86 84.98 86.16 19.49 85.90 19.49 83.64 83.74 82.75 85.39 82.47 85.72
72 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 80.77 83.18 83.94 82.22 83.27 82.82 82.77 82.30 81.17 84.94 85.47 84.44 82.46 85.19 86.38 83.87 83.43 85.88 84.63 85.33 80.18 82.60 81.29 79.39 80.12 79.69
73 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 83.67 83.27 84.05 85.57 83.50 85.09 84.43 83.07 85.44 84.10 84.81 89.32 82.90 86.17 84.91 83.37 83.55 85.38 85.52 86.93 83.99 82.19 80.25 83.61 80.94 81.75
74 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 83.94 84.74 83.09 82.71 85.25 84.18 82.58 82.81 84.54 83.34 83.95 83.77 85.42 85.33 81.33 84.40 84.95 85.78 87.36 83.70 81.15 81.78 80.72 83.60 82.02 83.22
75 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 82.42 83.33 82.17 85.59 83.88 82.26 82.57 84.14 85.31 84.11 82.05 85.63 84.53 85.70 85.46 83.56 83.75 82.92 85.16 86.20 83.03 81.32 80.53 81.64 82.86 81.32
104 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 84.10 83.61 82.75 82.79 80.90 82.49 83.99 85.49 85.61 84.46 85.94 85.44 82.43 85.25 80.26 85.75 84.79 84.64 84.22 85.24 83.47 81.66 83.80 78.83 80.15 81.14
105 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 84.84 84.88 85.58 83.45 83.93 84.57 84.61 82.62 85.47 85.23 87.09 86.04 85.39 85.63 85.86 87.43 85.43 85.64 86.23 85.33 83.66 84.13 81.68 83.76 83.38 82.33
106 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 81.54 84.99 84.40 83.91 83.37 82.82 83.59 83.12 84.09 86.01 84.52 85.09 84.69 84.80 84.21 84.71 83.53 84.52 86.80 85.26 81.30 82.73 81.66 82.60 83.30 82.30
107 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 83.26 85.86 84.86 86.20 85.74 82.65 85.19 84.77 86.12 85.32 86.89 85.36 85.01 84.35 85.49 85.27 86.64 86.84 87.42 84.55 82.20 80.69 82.82 83.75 83.44 81.92
136 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 83.07 84.53 83.34 83.61 78.96 83.89 84.68 84.82 85.53 81.47 84.75 85.56 83.09 84.58 82.63 88.31 83.37 81.91 84.42 84.40 82.25 79.39 83.00 76.46 83.68 78.07
137 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 84.31 83.33 82.71 84.89 83.75 82.89 81.72 84.60 85.24 83.76 84.88 84.29 85.79 83.76 84.67 87.46 83.95 84.50 84.19 85.80 82.79 81.98 83.96 83.68 83.13 84.65
138 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 82.99 84.25 85.99 82.76 83.64 83.91 82.14 85.26 84.62 84.97 84.98 85.61 85.56 86.10 86.51 83.52 85.57 85.14 85.80 83.14 84.26 83.07 86.11 82.92 82.34 84.41
139 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 82.33 84.77 82.45 81.32 85.12 84.27 85.53 83.92 85.13 84.95 85.42 85.71 84.42 84.45 84.57 87.80 83.54 86.73 83.46 85.92 83.37 82.12 82.26 83.53 82.04 84.82
168 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 82.38 82.12 84.15 82.98 83.61 82.57 84.26 83.57 81.79 86.00 86.58 84.42 84.04 85.04 82.67 82.89 86.39 85.19 85.27 86.40 81.71 84.35 78.97 84.10 81.00 82.14
169 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 82.10 84.19 83.86 83.65 84.03 84.80 83.94 84.45 85.43 87.08 85.07 85.28 85.75 84.30 84.83 83.21 86.25 87.12 83.06 84.11 82.60 83.86 83.50 81.64 79.98 82.27
170 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 83.92 82.87 82.61 82.07 84.24 84.46 84.57 84.15 85.55 85.14 83.49 84.46 83.63 83.24 84.25 83.32 83.95 85.74 82.46 83.06 83.67 81.35 82.03 81.57 82.46 82.76
171 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 84.77 83.20 84.46 84.75 83.88 84.05 84.75 85.42 82.23 84.76 85.40 83.70 86.22 83.13 85.29 84.76 84.49 84.10 85.37 84.03 82.26 83.90 80.89 81.99 82.25 83.22
200 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 82.07 84.54 83.14 81.89 83.83 85.25 85.73 85.07 83.53 85.55 85.60 85.67 86.02 82.44 85.14 86.34 84.03 86.16 84.03 86.90 58.50 60.27 77.75 83.12 83.59 82.49
201 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 83.24 84.48 84.58 84.62 84.39 84.79 84.19 84.74 85.84 84.80 85.42 87.36 85.57 85.02 84.22 85.83 83.85 85.41 87.15 85.41 84.82 86.97 82.42 83.11 82.54 84.52
202 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 83.78 85.08 84.64 83.16 82.86 85.32 84.46 85.46 85.33 85.67 87.16 84.95 85.54 86.02 84.02 85.67 85.94 85.78 85.93 86.89 83.26 84.70 85.78 54.81 83.43 84.81
203 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 83.62 83.86 79.19 82.56 81.28 84.16 84.14 85.58 86.46 85.46 75.64 86.45 84.40 84.60 84.77 87.10 73.48 87.04 86.83 86.49 83.22 83.78 83.53 83.20 83.18 83.92
232 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 81.81 84.03 83.46 84.39 83.40 82.05 85.18 83.76 85.57 83.84 85.66 85.92 86.63 85.80 83.54 87.14 83.70 85.07 86.03 84.56 72.28 81.01 85.20 85.30 83.19 83.49
233 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 83.96 84.88 85.04 83.05 84.17 86.24 19.49 85.59 86.47 83.65 86.89 87.36 87.53 83.48 83.93 86.70 84.19 86.86 86.99 86.58 81.98 82.79 85.05 85.27 86.36 83.07
234 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 81.87 83.35 82.60 81.03 83.69 86.29 86.39 85.99 85.63 84.97 85.94 86.16 86.78 83.81 86.10 83.12 85.63 74.26 86.24 86.45 83.09 83.51 85.10 86.81 82.87 83.52
235 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 84.78 84.19 85.55 83.08 84.15 84.93 84.41 85.50 74.91 85.96 87.05 86.25 86.46 82.48 83.79 85.30 86.45 84.45 85.58 84.19 84.96 81.54 82.80 85.07 83.43 85.14
264 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 84.45 82.49 84.37 85.38 82.45 84.83 86.70 84.93 86.61 83.84 86.94 86.02 87.90 85.91 84.04 85.14 84.01 82.84 87.19 87.06 83.57 83.34 84.45 81.47 83.72 81.57
265 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 81.54 84.30 83.82 84.71 85.81 84.61 85.08 83.52 84.75 86.19 85.73 82.50 84.50 84.66 85.91 85.28 85.54 85.17 85.28 84.79 82.37 84.74 84.84 83.15 84.54 85.66
266 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 84.60 81.71 84.60 84.11 82.61 86.17 84.93 85.38 84.71 86.18 87.00 86.86 86.13 85.05 86.12 83.70 84.32 84.91 83.79 86.09 85.37 83.71 83.06 84.67 84.73 84.01
267 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 82.88 83.08 84.16 83.39 82.82 85.25 87.75 85.66 86.70 85.55 86.54 85.95 83.03 86.41 81.51 85.79 87.11 82.97 85.15 84.85 84.01 84.80 83.81 83.57 84.75 84.10
296 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 80.43 81.91 82.58 80.12 81.46 83.30 82.15 82.81 81.80 81.97 86.99 85.97 81.77 84.62 82.13 84.10 83.32 83.54 82.81 82.13 82.38 81.18 79.27 80.40 83.02 79.07
297 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 82.75 82.07 83.83 82.41 82.60 85.74 84.79 83.67 84.26 86.35 83.53 85.09 83.91 85.06 84.52 84.95 85.65 82.92 87.22 84.67 82.54 82.46 83.21 84.54 83.72 84.24
298 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 82.08 82.57 81.98 83.95 84.96 85.82 83.83 83.80 84.82 84.23 86.14 85.82 83.51 82.93 84.96 86.18 84.56 85.91 85.37 85.64 81.16 81.17 82.31 81.41 83.49 81.89
299 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 81.42 82.73 83.30 82.35 84.68 85.46 83.78 84.33 86.34 83.51 84.16 85.17 85.67 83.40 84.21 85.23 83.15 84.86 84.04 84.45 81.60 82.55 80.85 81.94 84.09 82.62
328 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 80.54 82.16 81.90 73.23 81.99 83.42 82.86 85.26 82.69 83.24 83.72 85.01 85.60 83.51 81.86 84.21 82.88 86.15 84.29 84.17 81.54 82.14 82.41 84.67 80.97 77.85
329 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 82.56 80.14 85.64 82.54 83.99 85.63 88.41 87.93 86.97 87.65 84.41 84.78 84.62 85.95 84.71 85.13 84.58 83.90 86.28 84.85 85.32 81.75 85.05 84.20 83.13 82.84
330 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 82.04 84.70 83.99 84.76 83.23 84.43 82.99 85.21 84.24 87.11 85.20 85.25 84.17 84.60 83.63 84.44 83.65 84.63 84.73 85.79 83.94 79.94 81.85 83.91 82.83 84.61
331 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 84.42 85.74 84.22 83.67 83.54 84.58 86.08 83.83 86.14 82.96 84.62 85.73 85.05 86.54 86.02 84.90 84.22 86.45 83.84 84.92 82.92 81.41 81.75 81.65 81.95 82.95
360 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 81.10 75.14 81.58 82.05 81.20 84.52 81.76 84.93 83.29 85.93 84.40 84.27 82.36 83.57 86.22 82.69 85.04 84.00 85.16 84.13 81.41 82.91 82.46 83.31 82.22 80.65
361 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 84.09 83.24 82.77 85.31 82.13 86.20 83.57 83.75 85.11 82.53 83.91 85.28 84.37 84.11 85.36 82.52 83.70 86.88 83.47 83.31 82.41 83.67 82.94 82.68 82.02 85.31
362 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 81.34 81.50 82.95 84.91 84.48 82.15 83.85 84.67 84.82 84.72 85.78 84.06 84.77 84.67 83.32 85.34 84.23 82.91 84.70 85.53 82.22 81.73 83.08 82.16 84.56 82.10
363 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 82.86 83.00 83.09 83.28 85.31 82.80 86.04 83.53 86.43 86.73 84.80 84.70 83.53 83.03 84.49 86.30 83.89 85.17 85.96 85.43 82.63 84.29 80.97 83.67 82.87 82.92
392 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 81.83 80.89 82.58 84.46 83.82 83.46 84.11 82.11 85.58 86.50 85.51 84.45 83.04 85.18 82.33 84.85 81.95 84.93 85.41 84.79 82.04 82.98 84.55 80.98 79.56 83.85
393 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 82.89 84.59 83.05 82.86 84.44 84.23 84.96 84.09 85.12 85.80 86.09 86.17 85.59 85.16 86.11 85.46 84.06 84.61 85.44 83.67 82.51 80.74 82.45 82.16 83.47 82.94
394 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 82.86 83.18 83.68 85.22 85.65 86.08 86.55 85.59 85.35 85.77 85.36 84.87 85.36 84.38 84.48 86.86 83.62 85.98 84.63 83.81 82.59 82.14 82.92 82.22 83.33 83.52
395 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 83.39 83.95 83.31 83.24 83.41 83.90 85.32 85.66 83.63 84.77 84.81 83.77 84.07 86.25 86.76 85.87 86.40 86.57 84.40 86.86 83.79 81.39 82.40 83.79 82.79 82.95
424 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 81.14 83.61 83.79 81.93 82.70 86.65 82.76 82.28 84.18 84.61 84.26 85.23 84.71 85.15 82.25 85.70 84.94 84.41 85.10 84.56 82.40 82.31 83.56 82.43 82.96 82.09
425 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 82.65 86.99 84.76 84.68 83.60 83.96 85.29 84.69 85.88 84.97 85.04 84.49 85.32 84.86 86.21 84.98 86.54 85.39 87.25 84.70 82.03 82.74 84.75 82.63 82.72 83.91
426 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 83.20 85.81 84.21 85.12 83.22 85.66 84.34 86.51 85.58 85.70 84.51 85.68 85.06 86.44 85.58 85.54 83.88 83.74 86.64 85.74 82.95 83.57 84.78 84.76 82.62 83.41
427 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 82.61 84.56 83.60 84.67 84.15 84.46 85.81 84.63 85.20 85.03 83.91 85.05 85.30 83.71 85.95 86.21 85.63 83.94 85.51 85.76 83.27 83.72 85.10 81.46 82.82 83.01
456 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 82.75 82.00 81.43 81.27 83.92 83.29 84.48 82.58 85.84 83.82 83.51 85.74 83.72 85.40 84.46 87.16 82.99 83.75 84.79 84.51 82.94 82.90 82.39 83.45 84.25 82.72
457 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 84.73 84.57 83.02 79.23 83.29 83.92 86.63 84.85 83.14 83.31 86.28 84.91 84.11 83.43 83.69 86.06 83.79 84.23 87.17 85.62 82.49 82.99 80.82 81.71 84.55 82.57
458 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 83.66 85.92 84.99 84.96 84.70 84.07 84.74 82.55 83.72 84.30 83.24 86.18 86.05 83.48 86.68 86.52 84.00 85.12 84.24 83.89 84.01 84.06 83.09 83.04 84.79 83.46
459 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 85.32 83.56 85.41 84.84 83.99 83.80 86.26 87.30 85.02 84.40 84.64 83.83 83.72 85.19 84.09 84.20 86.74 84.76 85.68 87.31 82.54 83.51 83.34 83.37 83.39 83.25
488 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 81.74 77.77 84.06 83.31 82.97 83.94 83.79 83.31 84.87 82.67 85.94 85.34 85.64 85.83 85.24 81.63 85.14 82.39 86.50 83.97 82.43 79.02 82.97 81.78 55.92 82.23
489 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 84.00 82.86 85.30 83.40 84.82 83.85 85.33 84.88 84.49 87.76 87.50 86.17 85.72 85.49 85.10 85.81 85.11 85.58 85.17 84.47 86.01 81.93 85.81 84.39 83.04 81.90
490 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 83.52 83.35 83.50 83.00 82.73 86.93 84.87 85.22 85.88 84.83 75.44 85.15 87.12 83.97 84.75 83.66 81.91 84.09 86.03 87.99 83.73 81.74 83.64 83.08 54.60 83.34
491 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 84.09 83.54 83.38 83.01 83.46 84.77 84.85 84.56 86.45 84.77 87.03 85.63 84.91 86.00 84.97 87.01 84.15 86.03 87.11 85.84 82.26 81.54 84.13 83.53 82.90 83.16
520 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 83.31 85.37 83.84 84.12 83.35 86.28 84.97 84.98 85.49 84.34 86.27 85.02 84.17 83.83 85.61 87.73 80.17 85.56 87.38 86.77 83.59 83.10 68.17 81.92 82.91 82.33
521 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 86.12 84.86 84.08 83.96 84.45 86.74 86.37 85.39 87.55 84.12 74.85 86.30 74.36 85.80 85.26 85.20 85.71 83.81 86.82 74.50 83.34 84.05 82.90 85.64 83.08 84.99
522 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 84.32 83.77 84.45 82.61 84.24 86.21 86.30 84.08 86.32 86.73 86.44 86.84 85.20 86.14 84.98 85.84 83.00 87.55 87.48 85.83 81.79 82.44 82.19 82.68 85.70 84.23
523 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 82.68 83.76 83.12 84.26 82.91 85.42 85.67 83.58 85.40 85.91 85.02 86.02 86.25 86.63 85.93 86.76 85.61 87.58 85.94 84.19 86.05 83.23 83.41 85.18 84.13 83.85
552 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 85.46 83.22 85.87 83.63 80.71 84.24 72.44 86.55 84.81 85.55 84.81 88.40 84.29 82.01 80.75 84.50 84.17 84.34 86.49 85.72 83.76 80.22 83.50 55.42 84.79 82.38
553 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 82.53 82.31 82.57 84.25 83.85 83.77 83.83 86.42 85.97 84.17 86.01 85.17 83.21 84.27 83.44 87.41 86.82 86.17 87.03 85.91 83.35 84.15 84.36 84.05 83.58 82.60
554 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 84.68 83.37 84.56 84.41 84.57 85.23 84.62 83.35 87.46 86.21 73.85 85.88 84.43 84.17 85.10 84.69 88.88 85.90 85.42 85.85 82.33 85.38 83.65 83.27 83.66 83.97
555 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 83.27 82.94 82.60 83.40 81.68 86.32 86.08 84.95 84.07 86.28 86.39 87.01 86.24 84.33 84.02 86.07 85.68 84.65 84.83 75.06 83.01 85.56 84.67 83.19 83.67 85.64
584 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.38 86.28 85.62 84.92 87.51 88.64 86.31 85.93 85.79 86.65 87.19 87.08 86.38 86.70 85.79 87.69 86.82 87.73 88.63 89.24 84.99 84.49 87.46 87.23 85.23 87.30
585 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.72 88.83 87.30 85.68 85.55 87.43 85.49 85.76 87.09 87.17 87.51 86.86 87.63 86.28 87.29 88.50 86.64 87.63 88.09 87.23 86.68 85.63 87.58 86.43 86.55 87.50
586 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 85.53 87.16 86.96 86.34 85.72 86.55 87.28 87.37 86.11 86.10 86.80 88.39 87.18 86.62 85.88 87.10 85.11 86.94 86.07 87.27 86.14 86.60 87.54 83.95 86.08 86.03
587 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.64 86.26 86.20 86.10 85.54 86.99 87.26 86.49 87.93 87.43 86.60 87.17 87.25 86.59 86.52 88.23 86.19 85.89 88.01 86.97 85.62 84.09 86.85 85.03 86.15 85.31
616 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 85.54 86.28 85.45 87.10 86.71 87.46 86.03 87.42 87.44 86.85 87.87 87.88 88.21 86.09 86.48 87.66 87.05 86.02 87.18 88.15 84.39 85.94 85.24 85.30 86.29 84.43
617 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.38 85.92 85.62 85.57 85.43 86.00 85.79 86.89 87.14 86.50 86.78 86.61 88.37 85.89 85.43 87.08 86.73 87.48 88.34 86.98 85.37 83.77 88.57 85.61 84.73 87.06
618 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 85.19 86.88 84.82 85.28 86.56 85.72 87.27 86.65 87.34 87.61 86.35 86.85 87.28 86.93 88.61 88.59 86.29 88.32 88.16 89.21 82.93 84.33 88.31 84.88 86.80 84.66
619 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.06 87.60 87.37 84.30 85.85 86.60 87.17 86.59 88.10 87.72 89.58 88.08 87.71 87.32 87.00 85.50 88.31 84.82 87.79 86.21 85.45 84.27 85.27 85.74 85.24 86.74
648 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 85.00 86.34 86.48 86.80 87.07 86.64 86.77 86.70 87.82 84.96 88.04 86.85 86.76 86.17 85.87 86.84 87.82 86.68 86.36 87.88 86.88 83.56 86.51 86.24 87.36 85.49
649 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.42 84.91 87.07 85.68 86.56 87.78 86.46 85.86 86.77 87.22 87.70 84.94 87.90 87.20 87.51 86.27 85.87 86.93 87.49 87.32 85.43 85.14 89.02 86.87 85.76 86.93
650 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 83.86 87.72 86.72 87.06 87.25 87.40 87.12 87.10 87.66 85.76 87.74 85.55 88.45 87.08 86.24 87.33 87.67 88.72 87.03 87.98 85.40 86.64 86.61 86.47 84.08 85.20
651 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.25 85.85 87.20 87.51 86.18 88.04 87.84 86.45 87.65 87.92 86.47 88.13 86.73 86.04 85.94 86.92 85.45 86.22 87.41 86.15 87.88 85.45 85.92 86.06 86.37 86.86
680 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 85.53 87.48 86.04 85.36 86.84 87.57 85.77 86.68 86.36 88.92 87.82 86.59 87.45 87.69 85.58 86.44 86.93 87.00 86.81 87.97 85.02 84.12 84.73 83.11 86.72 84.43
681 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 85.43 86.73 84.77 84.92 85.25 87.35 88.52 86.05 86.62 87.06 87.20 86.93 87.96 87.22 84.97 87.76 85.36 88.32 88.23 87.55 82.77 84.41 84.66 87.26 84.86 85.38
682 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.54 86.23 85.47 85.57 84.96 85.59 86.03 86.40 86.86 87.70 86.80 87.15 86.16 85.79 84.81 88.01 84.88 87.70 88.05 86.60 85.73 84.46 84.54 85.54 84.02 84.32
683 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 86.48 85.95 88.05 86.59 86.96 87.17 86.05 86.91 86.59 86.09 87.88 86.43 88.22 86.29 85.90 88.44 85.77 87.78 87.44 87.89 84.06 83.75 86.38 86.19 86.93 85.02
712 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 85.43 86.35 85.82 86.28 86.89 84.77 85.27 86.83 88.42 87.84 87.05 85.74 88.87 86.90 86.55 86.11 85.69 86.17 87.01 86.68 84.39 84.51 84.59 85.49 85.65 86.03
713 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 85.14 86.95 85.73 85.77 85.65 86.36 86.76 86.20 88.07 86.97 87.04 87.68 84.97 85.42 85.79 87.08 86.46 87.59 88.15 86.44 85.78 85.98 84.69 84.43 85.44 84.53
714 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 85.75 86.91 84.61 85.22 83.79 86.99 86.11 86.21 87.33 86.21 87.26 87.11 88.00 84.74 85.26 86.20 86.78 86.86 86.75 87.61 85.18 83.32 86.38 84.05 85.52 86.31
715 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 86.38 85.77 85.31 86.38 86.65 87.55 85.19 86.41 87.63 87.25 85.66 85.77 84.97 87.62 85.44 84.63 86.22 87.18 87.27 86.05 83.16 86.09 83.60 84.57 82.68 84.39
744 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 85.21 86.40 86.37 84.74 84.61 87.59 86.97 86.84 86.97 86.98 87.63 85.48 87.58 87.27 86.64 88.39 85.01 88.34 87.41 87.02 84.27 84.74 83.36 83.13 83.49 83.05
745 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 84.59 86.37 86.46 84.81 83.84 86.41 85.22 86.39 86.11 87.81 85.66 87.84 87.75 85.70 85.43 88.79 85.64 86.49 87.28 87.31 86.01 82.62 85.45 84.70 81.77 84.71
746 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 83.52 85.79 86.28 86.33 86.35 86.41 85.98 85.21 87.07 86.20 86.61 86.19 89.02 85.95 85.81 88.63 85.51 88.39 85.70 85.79 84.24 83.90 87.66 85.18 83.00 85.61
747 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 86.32 85.79 84.70 86.32 84.33 85.47 84.58 85.40 87.22 84.46 85.55 87.13 87.31 86.19 85.43 87.47 85.72 88.14 88.09 85.90 84.63 83.36 85.87 84.70 84.53 85.11
776 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 85.77 85.80 85.82 87.14 85.73 87.77 87.19 85.41 87.89 87.13 88.61 86.80 86.66 84.75 86.68 87.25 85.77 87.98 88.38 75.22 86.12 86.17 85.33 85.51 85.75 84.53
777 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 85.13 84.46 85.17 85.85 85.25 86.74 87.65 86.20 88.12 85.95 86.40 88.31 87.91 86.90 85.31 75.19 86.88 88.94 87.97 86.10 85.80 85.34 85.22 85.52 85.84 87.57
778 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 85.89 86.83 85.86 86.05 87.92 87.43 87.15 86.08 87.78 85.84 86.63 87.00 85.80 87.23 86.53 87.70 85.99 87.04 87.52 86.74 86.26 83.14 85.74 84.76 86.22 86.94
779 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 85.19 86.04 86.88 86.69 85.19 87.67 85.23 87.54 87.21 86.92 87.33 87.26 86.12 88.16 86.37 86.18 86.23 87.17 87.52 87.54 85.44 83.58 85.69 85.49 84.81 85.50
808 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 84.86 85.84 85.82 86.35 84.30 74.89 73.84 85.96 87.98 85.88 74.27 73.61 85.87 85.24 85.35 75.49 87.24 89.12 74.57 88.23 84.21 83.66 86.39 63.71 85.31 84.15
809 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 86.33 86.89 86.24 84.03 85.75 86.39 85.74 85.78 87.34 84.89 87.52 85.96 86.95 86.11 86.27 86.85 74.39 87.53 74.51 74.27 86.04 84.47 87.24 83.72 86.08 84.28
810 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 86.58 85.94 84.94 85.95 86.89 87.56 74.14 87.11 86.44 87.42 88.56 87.19 85.92 86.67 86.90 75.41 86.46 86.66 87.04 86.96 84.17 83.63 83.59 84.43 86.13 84.41
811 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 86.43 85.44 87.24 85.93 86.22 86.53 86.17 85.91 85.65 85.37 86.88 86.13 87.25 87.54 85.56 87.59 86.81 75.03 87.25 86.96 83.63 83.91 85.14 52.83 84.10 86.10
840 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 85.71 85.57 84.72 85.26 86.18 84.98 87.14 86.50 85.11 85.20 87.37 88.28 86.05 86.08 85.28 87.49 85.78 85.87 75.24 75.12 84.36 83.73 83.96 83.67 83.41 85.27
841 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 85.88 88.20 84.80 85.33 86.57 86.41 85.91 86.08 85.40 86.70 88.00 87.14 86.20 85.06 86.15 86.04 87.91 73.41 86.51 86.87 82.74 83.10 86.39 84.07 53.58 84.23
842 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 85.06 74.59 83.53 83.80 85.21 86.79 86.64 84.17 87.68 73.99 85.52 84.88 85.56 85.03 86.23 86.92 87.24 74.38 87.80 88.03 83.82 84.61 84.26 84.09 84.57 85.16
843 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 84.62 84.22 84.36 84.60 84.02 73.64 85.45 72.67 86.30 85.78 74.13 74.79 74.34 85.15 87.18 75.94 85.67 74.87 89.08 74.45 84.38 83.32 84.12 53.91 84.98 54.07
872 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 85.68 86.86 86.62 86.44 86.75 86.60 86.01 86.33 86.30 86.05 87.82 88.14 87.05 86.37 85.34 87.37 86.68 87.53 88.43 87.50 82.62 85.28 85.18 86.49 86.47 86.24
873 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 85.14 88.38 86.19 87.94 83.68 87.79 85.56 86.67 87.43 87.31 87.00 87.56 89.04 84.52 85.55 87.17 87.54 86.46 86.61 88.16 85.94 86.76 86.88 87.40 84.70 86.79
874 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 85.99 86.59 84.63 85.84 85.59 86.34 86.60 87.05 87.79 87.43 87.61 88.19 85.72 86.62 87.21 86.28 85.53 87.14 87.34 87.65 85.37 83.25 87.78 85.97 84.89 86.36
875 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.79 86.72 87.12 85.91 86.02 86.36 87.40 87.23 86.34 86.95 87.33 87.29 86.76 86.50 86.55 87.47 86.29 87.58 88.05 87.64 84.74 85.46 86.72 86.23 86.73 85.10
904 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.47 87.18 86.67 85.47 88.74 87.10 85.29 87.38 87.29 88.06 87.93 86.82 86.69 86.35 86.51 87.67 85.84 86.10 88.52 86.97 84.35 84.94 86.11 84.60 85.63 84.71
905 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 86.37 85.70 87.59 85.57 84.86 85.76 86.53 86.21 85.60 87.53 88.03 88.23 87.40 86.83 87.91 86.08 85.00 87.73 87.42 85.99 86.62 84.30 87.37 84.82 86.18 85.53
906 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.95 86.51 87.06 85.76 86.44 86.22 86.58 86.87 87.19 87.22 88.41 87.98 87.67 87.32 86.09 89.29 85.88 87.71 88.63 88.17 85.30 85.37 87.84 86.04 84.81 86.26
907 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 85.81 85.16 86.97 85.65 87.19 86.78 86.06 86.79 86.99 87.47 88.41 88.50 88.07 86.72 88.22 85.82 87.53 87.68 86.82 87.25 86.20 86.29 85.62 85.90 86.75 86.71
936 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.29 86.15 84.74 87.04 86.53 86.26 86.55 86.47 86.68 86.84 86.74 88.24 87.36 86.29 86.23 88.62 84.50 87.87 86.55 86.38 85.43 86.32 82.71 84.30 86.04 86.31
937 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.32 85.94 88.05 86.54 85.44 84.49 86.84 87.28 87.01 86.83 87.41 86.07 87.96 86.21 87.14 87.79 86.40 88.30 87.63 88.30 84.60 87.41 86.35 85.10 86.18 84.69
938 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 86.82 85.44 87.25 85.57 85.87 85.04 86.92 86.48 87.04 86.59 88.89 85.59 87.28 87.09 85.43 87.88 86.03 88.16 88.25 87.16 85.97 85.59 86.52 84.97 86.20 85.66
939 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 84.67 87.39 87.55 86.72 86.09 87.76 85.72 86.80 87.54 87.28 86.83 85.97 88.22 89.26 87.39 85.58 87.75 87.17 87.72 86.70 86.18 86.62 88.59 85.72 85.96 86.98
968 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.99 86.09 86.19 85.80 86.18 87.10 87.45 86.85 87.65 86.46 85.93 87.04 86.07 85.37 86.06 87.76 86.22 87.80 87.89 87.42 84.67 83.64 86.89 83.14 85.05 84.10
969 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 85.47 85.89 85.94 87.20 86.06 86.62 86.43 87.00 87.72 87.98 86.54 87.57 86.99 87.43 85.82 86.23 85.51 87.18 87.36 86.26 85.54 85.49 84.31 85.00 86.30 85.06
970 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 85.66 86.05 86.57 85.91 85.64 86.76 85.76 87.76 86.55 86.84 87.20 85.34 86.73 88.54 86.40 87.43 85.40 86.83 87.24 88.09 86.56 82.81 86.55 85.95 85.53 86.19
971 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 85.49 85.11 84.81 86.73 86.07 87.25 86.00 86.93 86.53 86.17 87.49 87.56 87.59 85.69 85.86 87.63 85.82 88.05 86.11 89.27 85.50 84.88 87.38 85.23 87.29 85.57
1000 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 84.72 86.65 86.47 84.10 85.38 86.52 86.44 86.56 87.09 87.86 85.92 86.56 86.82 87.22 84.46 87.20 85.89 87.88 87.68 88.74 84.99 84.92 85.14 85.27 86.28 85.30
1001 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.17 85.03 86.47 86.05 86.60 86.26 87.20 86.55 88.21 85.87 87.60 88.06 87.15 86.43 84.95 86.20 86.08 88.82 87.32 88.07 86.50 83.69 86.01 84.18 86.15 85.21
1002 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 85.47 85.29 86.79 85.75 85.38 87.03 85.25 86.36 86.73 87.16 86.83 87.50 87.25 86.94 85.61 88.01 85.99 85.54 86.70 86.33 84.56 85.74 85.80 84.43 86.40 82.84
1003 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 85.09 86.17 83.77 86.45 87.83 87.37 85.16 86.48 86.32 87.17 87.20 87.65 87.23 86.64 86.59 87.88 86.94 85.90 86.08 88.89 85.64 84.56 85.53 83.35 85.09 85.11
1032 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.18 85.96 86.26 85.15 85.69 85.71 86.64 85.93 85.76 87.23 86.69 85.68 86.57 87.33 86.47 86.64 85.36 86.62 86.02 85.25 82.72 85.19 81.96 83.72 84.41 84.62
1033 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 85.55 84.94 86.68 85.82 84.52 86.00 84.75 86.02 85.51 86.06 84.88 86.57 87.56 83.99 84.71 85.26 86.77 86.71 88.15 86.30 82.99 83.32 85.29 84.53 85.31 84.70
1034 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 84.49 85.92 87.67 84.35 85.37 85.44 85.27 86.05 87.12 86.26 88.40 87.81 87.90 84.79 85.71 86.58 87.25 86.87 87.78 86.94 85.19 85.08 84.25 83.81 86.19 84.43
1035 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 85.99 86.78 85.45 85.56 84.98 85.75 85.78 85.45 86.49 85.09 86.52 85.88 87.72 86.13 85.48 89.08 86.34 87.45 87.88 86.67 83.20 84.88 83.22 83.62 83.38 83.06
1064 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 86.84 86.72 86.43 86.41 86.63 87.20 86.72 86.14 86.90 88.26 87.41 88.52 85.61 86.95 85.95 87.49 87.04 88.10 75.74 86.74 86.86 83.93 84.93 83.57 85.79 85.51
1065 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.18 85.21 84.25 86.76 86.31 86.97 87.27 86.36 85.15 87.55 88.23 87.40 86.81 85.32 86.17 86.63 87.59 88.20 86.93 87.55 85.56 84.53 86.69 84.42 84.70 84.37
1066 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.00 84.49 85.80 85.89 85.32 87.26 86.91 87.35 87.21 85.23 88.58 87.94 88.33 86.86 86.34 87.47 86.26 87.09 85.72 87.54 85.82 84.69 88.20 84.21 85.29 85.69
1067 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 85.25 86.04 85.28 85.63 86.44 85.88 86.81 86.19 86.62 87.63 87.62 86.16 87.01 87.69 84.18 86.55 74.61 87.99 86.56 87.70 84.76 83.76 85.15 84.97 86.88 83.95
1096 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 86.25 86.48 84.91 86.13 85.33 86.78 85.38 85.92 87.29 87.78 75.06 87.12 85.86 87.07 86.26 84.79 86.52 86.75 75.09 86.93 83.95 84.30 85.13 84.60 86.61 83.99
1097 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 86.40 84.99 85.72 86.42 84.59 86.96 85.98 86.38 87.11 87.32 87.33 75.24 87.05 84.48 86.76 87.09 87.00 72.76 85.96 85.58 86.60 82.52 86.07 83.52 86.52 85.04
1098 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.56 85.69 84.97 84.60 87.09 86.82 86.56 85.63 87.39 85.60 74.56 86.80 87.96 85.58 85.88 87.03 85.55 85.37 74.58 87.61 85.69 82.99 87.26 86.00 86.42 85.87
1099 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 85.62 86.89 74.03 84.97 85.46 85.13 84.50 87.68 86.32 87.69 87.64 85.53 85.73 86.08 87.34 86.57 87.45 85.54 74.16 88.62 84.74 84.77 86.02 83.02 84.92 86.98
1128 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 84.42 85.71 84.06 84.69 84.51 85.20 87.59 86.89 85.28 87.13 73.62 74.33 88.98 85.96 54.01 87.01 85.85 87.47 88.30 86.71 85.74 84.72 81.18 83.68 84.77 53.02
1129 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 84.71 86.27 84.47 86.26 84.57 74.15 85.84 85.11 87.68 86.58 85.98 86.95 85.89 84.91 87.11 86.67 86.41 75.63 75.11 84.23 83.40 84.28 84.64 85.37 53.22 85.23
1130 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 85.08 86.31 85.53 84.29 73.58 86.93 87.06 86.66 87.51 85.12 85.93 87.64 87.03 86.63 85.18 75.58 85.88 86.22 75.66 85.67 84.77 82.89 84.81 85.11 54.36 83.69
1131 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 85.03 86.34 74.12 83.24 84.89 86.44 85.71 86.63 85.78 86.65 74.75 73.87 73.96 86.77 84.75 87.04 88.24 86.56 86.10 73.72 85.98 82.56 84.40 84.44 83.44 83.66


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
8 372 32 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.69 84.00 88.02 86.15 86.71 86.48 86.54 82.35 83.96 87.10 86.66 85.61 88.72 87.40 84.79 88.39 84.48 88.29 88.59 87.23 86.18 85.29 84.88 86.09 87.83 86.77
9 372 32 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 90.85 88.19 87.60 85.67 82.61 85.95 86.48 87.73 89.01 88.00 86.90 86.68 88.54 84.67 86.28 88.53 86.01 88.61 89.20 87.57 86.88 83.87 88.63 86.16 88.20 85.59
10 372 32 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 88.59 87.28 89.58 86.99 87.08 88.08 87.73 86.57 91.25 88.02 86.92 88.38 86.85 88.48 86.50 89.20 86.60 85.31 89.10 87.06 88.02 85.80 87.85 86.60 86.53 87.45
11 372 32 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 89.72 87.99 88.95 86.83 86.16 86.13 87.37 86.98 87.34 85.07 88.70 85.89 88.21 90.36 88.14 89.48 87.03 88.99 88.34 89.62 87.19 86.12 90.41 86.88 87.74 85.39
40 372 32 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 88.24 87.25 87.81 84.21 85.28 85.09 87.14 85.86 87.07 88.87 86.14 87.17 85.65 85.47 86.72 88.15 85.94 87.84 85.34 88.50 85.55 86.36 87.55 86.96 82.86 83.63
41 372 32 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 19.58 89.63 90.52 87.45 88.68 85.55 87.70 88.26 89.75 89.02 89.25 88.73 90.62 90.08 88.60 90.16 89.16 91.36 88.60 87.13 87.89 90.08 88.05 90.44 85.96 87.02
42 372 32 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 88.42 85.41 19.58 86.28 90.47 88.54 87.85 89.26 91.15 86.13 85.44 85.96 88.72 86.25 88.11 87.11 90.36 87.40 89.54 90.69 88.98 87.04 88.34 86.25 88.03 87.74
43 372 32 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 88.10 88.58 89.12 86.26 88.78 88.56 87.84 89.57 88.12 90.81 89.14 89.68 88.13 87.55 87.29 88.44 89.91 19.58 90.53 19.58 89.12 88.66 90.20 90.42 88.59 89.71
72 372 32 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 86.99 86.79 89.22 85.72 88.21 84.76 88.83 86.73 82.64 89.47 88.59 87.50 87.97 89.39 86.89 88.78 85.77 88.80 88.54 88.87 86.35 86.10 86.56 83.87 84.85 84.00
73 372 32 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 89.25 86.82 87.35 89.21 86.81 87.03 88.33 86.94 88.42 87.73 87.12 89.95 89.08 90.04 88.81 87.38 87.31 88.47 88.50 87.53 88.13 85.83 86.16 87.62 86.01 87.59
74 372 32 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 88.79 88.51 87.52 86.38 90.24 87.50 87.25 86.35 87.67 87.56 87.28 88.53 89.73 88.05 84.61 87.42 88.98 90.03 89.70 88.13 86.60 86.42 86.02 87.82 87.44 87.16
75 372 32 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 85.19 89.44 87.97 90.18 89.04 85.60 88.42 88.91 89.72 89.06 85.38 88.05 90.36 90.50 90.08 88.88 87.73 90.17 88.73 90.02 88.11 86.06 84.91 87.09 87.17 85.56
104 372 32 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 88.34 88.47 88.11 87.11 86.04 87.52 88.74 88.72 89.00 87.23 89.40 88.46 87.90 88.96 84.49 88.83 87.51 88.65 88.85 88.35 88.60 87.16 88.47 83.76 86.08 85.22
105 372 32 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 89.48 88.55 88.53 88.67 89.88 88.51 90.03 87.33 89.02 89.93 90.16 86.71 89.82 89.07 87.49 90.04 89.77 88.66 87.11 88.63 88.91 89.22 88.97 87.00 87.67 87.21
106 372 32 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 85.89 89.60 88.93 87.22 87.83 84.53 89.45 88.71 87.72 89.70 88.13 88.35 88.57 87.80 88.01 89.65 87.80 88.12 88.25 88.39 87.40 87.43 87.53 86.39 88.35 86.82
107 372 32 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.04 88.61 88.19 88.17 89.11 85.47 90.52 90.37 89.91 87.99 88.38 88.53 88.47 88.64 89.40 91.32 91.64 88.01 89.31 87.71 87.51 85.60 89.00 90.48 88.30 86.66
136 372 32 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.82 87.76 88.33 86.63 84.13 85.57 90.02 89.54 90.51 86.91 89.71 89.12 86.62 87.53 86.93 92.04 89.09 87.60 89.14 87.54 86.87 85.25 88.48 76.87 86.97 83.72
137 372 32 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 89.88 87.77 87.58 88.09 88.20 86.41 87.16 88.77 88.86 88.60 88.23 88.54 89.11 87.83 87.95 88.31 87.86 87.47 86.83 87.86 87.94 87.03 90.07 88.30 87.48 88.22
138 372 32 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 88.24 87.93 90.34 87.85 88.68 85.86 87.04 87.13 88.91 86.96 87.33 88.81 90.49 90.94 89.20 89.33 88.41 89.59 89.55 88.22 89.63 88.76 90.34 86.55 87.32 87.61
139 372 32 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 88.82 88.72 88.81 84.82 90.86 86.17 89.58 87.82 88.05 89.87 88.67 87.65 89.34 88.87 86.00 89.15 87.16 90.43 87.72 90.29 89.17 87.26 87.01 87.52 86.37 87.77
168 372 32 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.95 86.80 88.35 86.98 89.83 84.53 88.22 89.71 87.48 88.69 88.27 86.96 87.30 89.04 86.82 87.31 88.81 88.27 90.40 86.76 88.22 89.42 86.09 86.77 85.82 87.72
169 372 32 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 88.78 88.81 88.31 87.40 89.15 86.78 85.97 88.39 87.72 89.52 87.99 87.17 90.53 87.88 88.33 88.44 90.23 90.27 86.53 87.56 87.27 89.28 88.50 86.33 85.25 87.16
170 372 32 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 89.63 88.29 86.88 86.82 88.95 88.07 87.82 88.03 88.79 89.64 86.64 88.89 89.68 88.59 87.13 87.93 88.94 89.54 85.02 88.44 90.76 85.88 86.76 86.17 86.61 85.50
171 372 32 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 88.47 87.69 89.49 88.34 87.70 88.06 87.91 90.13 88.36 89.58 87.17 87.43 88.23 88.44 89.30 89.77 87.78 88.53 89.83 88.44 87.14 88.39 88.56 86.42 86.97 89.06
200 372 32 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 87.27 87.36 88.46 85.44 87.62 87.61 87.92 88.53 88.66 89.67 88.75 87.69 88.61 86.90 88.22 90.10 87.60 88.52 88.23 88.78 62.36 63.26 85.10 87.15 87.78 88.16
201 372 32 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.91 86.41 88.30 88.87 87.52 89.27 88.25 87.36 90.01 88.54 87.50 90.43 88.89 88.00 86.61 88.57 88.62 88.95 89.64 86.96 88.83 87.73 88.63 87.45 89.75 89.55
202 372 32 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 87.89 89.39 89.90 88.41 86.16 88.66 89.11 87.64 88.83 89.79 89.54 89.71 91.33 88.95 86.74 91.63 88.88 89.71 87.69 88.30 89.21 88.44 87.98 59.89 88.36 89.10
203 372 32 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.43 89.46 85.23 85.04 87.53 87.28 88.06 89.72 89.83 88.73 71.04 89.28 89.41 88.19 87.23 89.20 70.39 89.03 88.74 89.86 89.02 88.64 88.38 86.60 87.59 88.34
232 372 32 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 88.17 88.50 85.11 87.57 89.88 83.79 89.21 87.73 89.39 88.66 85.92 89.58 90.27 89.80 85.53 90.36 87.23 90.22 88.36 88.23 76.21 86.51 87.49 86.52 86.89 87.09
233 372 32 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 88.48 88.10 91.14 86.37 88.87 89.21 19.58 89.07 89.50 89.18 89.08 88.92 90.79 89.38 85.97 90.91 88.90 90.53 89.39 89.28 87.26 88.30 88.63 88.76 90.48 86.13
234 372 32 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 87.50 88.07 88.51 86.50 87.19 87.52 88.39 90.20 90.03 87.51 90.53 87.95 88.97 87.97 87.79 85.96 88.92 72.24 90.46 88.32 87.73 88.04 88.70 88.35 88.48 88.08
235 372 32 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 88.36 87.38 90.42 86.58 87.72 87.90 88.46 89.54 72.07 89.60 88.50 89.09 89.83 84.20 87.81 89.74 89.44 87.95 87.61 87.28 88.85 87.36 88.46 90.26 88.77 90.68
264 372 32 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.22 89.19 87.41 86.64 88.43 87.28 89.62 90.25 89.24 87.46 87.98 89.71 90.81 89.22 86.42 89.34 88.12 87.90 88.55 88.82 89.14 87.32 89.28 87.23 87.21 86.89
265 372 32 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 86.79 88.60 89.94 88.32 90.63 88.11 89.15 86.93 89.24 91.84 88.18 85.79 90.03 89.22 88.90 89.61 89.75 88.42 88.85 88.96 86.13 90.62 90.09 89.34 88.46 87.06
266 372 32 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 88.11 86.37 89.71 88.20 86.21 88.34 88.82 89.31 90.68 90.03 88.32 90.04 92.00 89.37 87.34 88.08 89.40 91.04 88.94 89.34 88.45 89.12 87.54 88.38 89.06 88.87
267 372 32 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 89.10 86.49 88.98 85.94 86.48 88.40 89.71 90.38 91.35 90.42 88.16 89.07 88.73 90.46 86.05 89.38 88.81 87.27 89.47 88.00 89.09 89.33 89.15 87.52 88.25 86.72
296 372 32 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.22 85.00 87.61 86.06 87.30 85.90 86.57 85.87 85.98 86.88 86.66 88.24 85.41 88.69 87.12 87.88 87.60 85.99 87.18 85.53 88.37 86.73 86.24 86.18 87.35 85.94
297 372 32 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 87.62 86.10 89.70 86.72 85.76 86.45 87.83 87.00 87.21 88.68 87.15 88.24 89.39 89.00 88.03 87.35 87.53 87.13 90.51 87.47 87.16 87.28 89.48 87.85 87.87 89.17
298 372 32 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 89.73 86.52 87.67 86.76 86.90 87.26 87.43 88.01 87.01 88.33 88.59 86.73 88.88 88.36 85.82 89.28 88.34 89.16 88.25 87.91 88.18 86.50 87.14 85.41 86.37 85.96
299 372 32 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 85.82 85.13 87.33 84.87 88.66 88.36 84.90 85.93 88.52 86.91 85.93 88.36 85.69 85.33 86.69 88.89 88.57 87.20 86.44 87.19 86.06 86.17 84.42 85.99 88.25 85.40
328 372 32 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 85.43 86.21 87.24 73.41 86.47 86.25 87.43 88.08 88.10 87.53 87.62 87.29 91.02 89.17 84.62 87.46 87.13 89.33 88.69 87.17 87.38 86.42 87.38 86.48 85.98 83.42
329 372 32 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 87.65 85.25 88.58 85.36 89.10 89.09 89.36 89.15 87.75 89.75 88.33 87.24 89.24 88.05 87.89 88.97 89.27 87.68 89.13 85.38 89.51 87.51 89.69 88.12 87.79 85.86
330 372 32 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 86.85 88.49 87.80 87.28 86.20 86.14 87.83 88.44 89.33 89.33 89.82 87.54 88.85 88.60 87.21 88.05 88.88 89.98 87.92 87.83 87.90 85.24 86.04 87.19 87.85 86.91
331 372 32 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.97 88.49 87.33 88.10 86.89 88.90 89.14 87.22 90.26 88.49 88.43 88.77 89.56 89.11 89.19 89.55 88.99 90.48 86.84 89.46 89.28 88.23 87.74 84.89 86.43 85.89
360 372 32 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 85.81 78.62 85.14 84.75 85.94 86.31 87.06 88.46 88.21 90.20 87.57 87.03 87.78 87.85 86.86 87.62 89.91 88.24 89.18 87.35 87.55 87.16 87.69 86.94 87.50 86.40
361 372 32 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 89.80 88.25 86.82 88.66 88.49 87.75 87.25 87.14 89.18 86.52 87.09 89.01 88.65 87.59 89.54 87.95 88.96 89.09 88.49 88.66 88.12 89.92 87.47 85.73 87.86 90.23
362 372 32 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 87.28 87.44 87.98 86.64 89.85 84.65 87.77 88.84 88.05 89.11 89.05 88.63 87.80 89.52 86.65 89.01 90.01 86.22 88.63 87.04 88.18 86.25 88.35 87.28 88.44 84.64
363 372 32 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.09 87.07 85.41 85.70 87.64 85.24 89.71 88.92 88.80 90.39 86.43 86.91 86.65 87.81 87.45 90.58 89.10 89.91 87.62 88.99 86.96 89.15 86.01 87.00 86.60 87.37
392 372 32 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 85.26 85.93 89.54 87.56 88.93 86.22 87.02 87.84 88.54 88.68 88.50 87.70 87.39 89.65 87.07 88.64 87.92 87.81 90.46 90.56 86.84 87.81 89.17 85.81 86.34 87.26
393 372 32 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 88.63 89.35 88.14 87.06 88.81 87.35 89.04 88.64 90.46 88.85 89.33 88.90 89.08 89.79 89.26 89.77 87.09 88.67 88.60 86.38 87.54 85.93 88.64 87.23 87.89 87.84
394 372 32 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.15 87.53 86.96 89.23 88.62 88.22 91.21 89.51 89.15 90.04 88.11 88.14 89.29 89.11 88.01 90.81 88.51 90.36 88.72 86.23 87.68 87.03 86.58 87.90 87.75 87.30
395 372 32 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.43 88.10 89.31 88.24 87.15 86.86 87.13 87.12 87.83 89.07 88.57 88.06 89.81 87.92 89.69 89.38 89.25 89.07 86.33 89.91 88.15 88.01 85.50 87.40 86.09 86.78
424 372 32 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 87.95 87.72 89.58 86.93 85.19 89.33 86.79 86.66 87.85 87.91 88.38 87.34 88.75 87.97 86.45 88.53 90.63 87.74 87.23 88.43 87.15 86.13 87.69 86.72 86.31 86.15
425 372 32 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.04 88.74 89.94 88.82 87.08 85.92 90.04 86.86 88.46 90.59 88.71 86.52 89.64 90.10 89.40 89.59 89.37 88.88 88.78 89.81 88.71 88.31 88.86 88.51 87.64 89.11
426 372 32 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 87.79 90.79 89.31 89.13 86.35 87.52 88.45 90.25 88.94 89.72 86.51 88.94 88.53 90.46 88.26 89.20 89.52 86.84 89.08 89.13 87.84 89.06 88.33 89.84 88.61 87.14
427 372 32 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 88.46 88.81 88.52 88.10 89.43 89.08 90.19 89.71 89.68 90.02 88.27 89.43 89.44 88.86 86.93 89.74 88.64 90.42 89.40 89.64 87.63 87.61 90.76 86.38 89.46 88.55
456 372 32 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 86.96 88.47 86.32 86.61 89.59 86.48 87.24 87.74 88.66 89.47 86.98 87.97 90.62 89.35 87.94 90.55 88.81 90.53 88.58 88.96 88.45 88.88 86.69 87.41 89.71 85.76
457 372 32 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 88.74 87.86 88.69 83.21 88.91 87.41 90.27 87.18 87.87 88.68 89.99 87.90 87.68 87.80 88.45 88.91 90.54 87.27 90.82 88.43 89.10 87.23 86.30 86.11 88.24 88.00
458 372 32 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 90.41 87.80 89.14 89.86 90.67 87.17 88.62 87.06 90.20 88.53 88.98 87.28 90.28 88.66 90.43 90.08 88.03 87.83 88.11 89.05 87.97 88.75 87.64 86.29 88.45 87.40
459 372 32 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.29 87.17 89.13 88.39 88.37 86.20 89.16 88.28 90.17 90.47 87.30 86.01 88.99 89.05 88.27 89.26 89.68 90.07 90.00 89.76 88.51 88.86 88.39 88.56 88.54 87.45
488 372 32 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 84.91 83.02 88.77 87.04 88.46 86.96 88.17 88.68 88.57 86.38 88.21 86.97 89.37 88.45 88.44 86.91 89.99 87.82 89.51 89.49 88.17 85.47 88.50 88.76 61.38 87.02
489 372 32 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 88.80 87.23 87.80 87.01 89.37 87.00 89.88 88.71 89.60 90.66 89.43 90.08 91.14 89.65 88.36 90.55 88.52 90.52 89.02 89.63 89.12 86.97 90.15 87.65 89.68 88.24
490 372 32 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.99 86.83 85.24 86.47 88.80 89.97 88.25 88.87 90.30 86.89 71.58 87.28 91.17 89.68 88.13 86.98 85.93 87.13 88.93 90.31 87.75 86.42 86.79 87.07 60.22 87.87
491 372 32 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 88.72 87.82 87.22 88.12 88.26 87.98 90.11 89.51 88.38 88.49 88.21 89.45 88.22 90.38 87.01 90.59 88.01 89.49 89.62 88.29 87.93 86.08 88.98 88.79 87.61 88.37
520 372 32 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.65 87.73 88.27 88.26 89.49 88.34 88.90 88.99 89.56 89.00 88.25 88.24 87.81 88.29 85.93 90.14 86.22 87.88 89.81 88.78 88.08 88.59 72.83 85.07 86.43 86.04
521 372 32 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 89.80 87.85 90.22 87.05 91.05 87.94 89.02 88.38 90.74 89.03 70.87 89.03 71.19 89.34 88.56 88.99 88.82 87.07 89.18 70.27 88.21 89.35 88.11 90.63 88.56 90.49
522 372 32 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 90.45 86.19 90.19 86.28 89.54 87.43 89.52 87.40 89.56 91.19 89.17 88.49 90.30 90.03 89.56 90.57 88.43 89.50 89.00 88.18 87.20 87.04 88.93 87.38 89.24 87.48
523 372 32 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.76 87.03 89.68 88.41 88.28 86.50 89.23 88.51 87.43 89.64 88.19 87.62 88.13 89.33 86.72 87.08 87.77 90.19 89.17 88.86 90.76 88.74 88.61 87.22 89.78 87.51
552 372 32 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 88.79 85.74 90.27 89.10 85.93 88.19 69.53 89.55 89.11 90.45 87.13 87.70 89.76 87.68 86.97 89.12 87.46 88.38 88.19 86.63 88.98 86.04 88.58 60.68 89.49 86.66
553 372 32 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 87.72 88.58 88.15 86.19 88.24 89.03 87.05 88.70 90.89 87.82 88.74 88.92 87.97 88.88 87.22 91.38 90.20 89.73 89.20 87.93 90.64 87.80 89.99 88.13 88.26 87.62
554 372 32 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.51 87.43 87.81 88.33 90.07 87.45 89.17 88.16 90.62 91.03 70.77 88.85 87.93 90.24 88.22 89.99 91.52 89.57 89.35 88.38 86.95 88.60 88.32 86.71 86.82 88.97
555 372 32 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 87.72 87.17 88.36 86.96 84.06 88.66 85.62 89.24 88.86 88.20 89.25 86.83 89.54 88.35 84.91 89.90 91.05 86.79 89.27 70.01 88.03 89.45 87.89 87.60 87.21 87.36
584 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.92 87.42 87.88 86.51 87.99 87.59 88.28 87.08 88.08 86.99 89.71 86.98 89.24 89.64 84.52 89.72 87.96 90.16 87.48 90.16 87.55 88.11 89.51 88.64 87.10 87.34
585 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.90 88.91 88.87 88.43 86.51 86.19 87.87 86.80 87.87 86.73 88.75 86.35 89.39 87.34 88.11 89.08 88.93 87.73 89.33 89.08 88.06 88.47 88.77 87.20 87.38 88.12
586 372 32 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.27 88.31 90.12 86.63 85.89 84.79 87.91 85.81 88.07 89.24 88.76 89.60 86.93 86.86 86.70 88.10 86.24 87.54 88.80 87.07 87.72 86.05 89.32 86.59 88.51 87.91
587 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.75 86.87 88.53 86.70 86.18 87.07 88.96 86.56 88.08 88.79 89.46 86.63 88.06 87.48 86.25 86.42 89.23 88.32 90.53 88.09 89.11 87.53 86.76 88.08 88.58 86.02
616 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.81 88.21 89.73 87.74 86.83 87.82 86.83 89.38 89.66 88.69 87.67 86.57 90.22 87.97 87.45 90.13 88.96 89.84 90.45 87.73 87.28 86.74 89.29 88.83 88.85 88.30
617 372 32 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.56 85.71 90.15 88.57 88.87 88.13 87.28 87.83 88.65 89.66 85.58 86.42 89.85 89.02 86.82 88.40 89.00 89.07 88.63 89.56 89.81 87.07 91.25 88.30 87.45 88.62
618 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.30 86.69 89.38 87.62 89.13 86.14 87.85 89.49 88.70 90.03 89.95 87.05 89.29 88.28 89.90 88.08 89.38 90.62 89.94 88.80 85.17 89.36 90.07 87.73 89.91 85.75
619 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 86.65 90.47 91.40 87.47 88.16 88.41 88.92 89.59 89.72 88.17 91.15 88.48 88.34 89.10 89.25 89.76 90.58 90.16 88.55 89.32 88.49 88.27 89.55 88.40 88.95 89.71
648 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.33 89.32 90.32 89.09 90.22 88.99 89.88 88.78 88.89 88.64 88.65 88.04 91.11 89.58 87.32 89.98 89.48 89.12 90.17 89.94 89.61 87.36 90.81 87.88 89.33 87.71
649 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.85 89.27 89.60 86.66 89.57 87.89 87.19 88.93 88.12 89.64 87.34 87.33 89.67 88.71 87.29 90.11 87.50 89.48 91.10 90.26 88.50 87.83 90.61 89.47 88.49 88.07
650 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 87.02 88.82 88.96 89.08 88.28 87.78 89.63 88.65 88.93 89.61 89.24 87.73 89.02 89.15 89.32 89.72 88.47 89.01 88.70 88.58 88.69 88.54 90.27 89.92 86.14 88.75
651 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.48 87.84 89.60 90.44 89.53 88.96 90.38 89.53 89.67 88.82 89.04 88.12 88.87 87.84 87.81 90.22 88.59 88.84 89.33 88.91 89.07 88.12 88.97 89.22 87.96 89.01
680 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.67 89.06 88.91 87.17 85.94 88.52 87.94 87.61 88.48 88.48 88.03 87.48 87.02 88.06 87.48 89.79 88.70 89.08 86.92 90.17 88.13 85.32 87.92 86.71 86.60 86.16
681 372 32 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.37 87.74 89.02 87.62 87.10 84.48 88.59 87.94 87.53 88.56 88.12 86.79 88.05 89.30 86.37 90.61 87.90 88.92 89.57 88.25 86.10 87.78 88.82 88.95 88.75 83.83
682 372 32 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 85.62 87.65 86.53 85.96 87.38 85.34 89.38 89.32 87.60 88.29 87.73 86.30 87.54 87.82 86.39 88.38 85.93 89.66 89.70 85.02 88.52 85.10 85.80 87.80 85.42 87.44
683 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.54 87.70 88.34 88.45 88.13 84.28 87.39 86.79 89.27 87.33 89.67 87.28 90.01 89.01 88.36 89.17 91.17 90.49 89.43 87.83 86.47 86.80 89.67 88.12 88.82 85.07
712 372 32 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.81 88.94 90.13 87.86 89.77 86.13 87.11 87.48 88.88 90.35 88.96 88.30 90.52 90.54 88.91 89.53 90.28 90.06 89.05 88.03 87.59 87.81 88.70 89.19 88.94 87.93
713 372 32 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.58 89.06 88.04 87.16 90.63 87.84 89.09 89.28 88.61 89.49 88.32 88.36 86.92 89.28 88.08 89.15 89.07 89.45 89.88 87.57 88.41 88.62 88.37 87.35 88.87 85.21
714 372 32 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 88.31 89.09 90.48 87.46 87.36 87.88 88.39 88.10 88.11 88.66 89.76 86.44 87.97 86.90 87.34 85.77 88.80 89.23 88.47 88.99 88.10 86.80 89.54 86.51 87.34 88.33
715 372 32 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.92 88.21 89.22 86.56 88.32 87.12 87.98 88.72 89.27 89.77 89.38 85.65 87.02 88.63 86.77 88.44 89.52 87.72 89.06 87.58 87.27 87.89 84.08 87.35 84.84 85.01
744 372 32 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 87.46 89.44 90.01 88.57 87.49 90.24 89.37 88.36 89.47 91.25 88.30 88.06 88.79 89.29 88.32 88.72 89.18 89.65 88.94 88.44 87.72 87.62 87.83 86.47 87.57 86.83
745 372 32 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 88.02 89.71 88.64 85.70 87.79 86.94 88.12 88.97 89.33 90.01 85.72 87.35 89.05 88.88 86.89 89.68 89.40 87.70 88.90 89.95 89.18 84.00 88.91 86.14 85.10 89.37
746 372 32 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.34 88.81 89.36 88.42 89.55 88.39 88.98 88.72 89.99 89.06 89.36 86.35 88.60 89.38 87.88 89.44 90.31 90.89 88.43 88.48 88.62 87.11 91.40 87.51 86.70 87.21
747 372 32 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.33 89.93 89.61 87.92 88.19 87.44 87.17 88.11 88.67 86.71 89.06 86.66 88.72 89.54 87.70 89.56 87.86 88.02 90.77 89.20 86.78 87.93 89.48 88.28 88.12 86.54
776 372 32 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 85.02 87.32 87.85 88.65 87.49 88.16 88.48 85.01 88.77 87.80 88.00 86.78 88.22 87.89 86.78 87.96 89.22 88.62 88.00 69.45 86.22 86.13 87.06 87.14 88.47 86.93
777 372 32 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.05 86.77 87.99 87.44 86.93 87.96 88.47 87.32 89.37 87.35 87.08 87.63 88.91 85.41 85.62 71.16 89.80 89.75 88.24 85.02 88.84 88.15 87.92 87.69 89.32 88.67
778 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.14 90.35 91.61 86.73 89.44 86.81 88.40 87.64 89.28 89.45 88.21 88.50 88.33 89.70 86.92 88.70 85.43 89.87 89.96 87.51 88.87 86.09 90.39 87.12 89.11 88.13
779 372 32 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.65 89.45 88.49 87.59 86.15 87.82 88.93 87.12 88.31 89.47 89.30 87.15 87.47 90.21 87.49 89.36 87.39 88.55 88.70 88.44 87.57 87.10 88.63 88.63 89.05 88.71
808 372 32 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.75 87.47 88.43 88.67 89.48 69.64 70.02 87.93 89.28 89.42 69.59 69.94 89.86 89.86 87.55 71.23 89.05 91.22 70.20 89.28 88.25 86.55 89.45 67.89 88.65 85.36
809 372 32 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 89.28 89.22 90.28 85.52 90.42 87.79 89.24 88.92 90.20 89.28 90.01 87.40 89.37 89.22 88.44 88.88 71.71 90.09 69.17 70.47 87.79 87.20 88.45 88.28 90.04 89.32
810 372 32 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 88.24 89.87 87.66 87.92 88.38 87.40 70.95 86.19 88.44 88.72 88.90 87.56 88.73 89.24 87.57 71.21 88.75 91.49 89.40 88.78 90.21 87.82 86.50 87.63 88.51 87.81
811 372 32 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.15 90.02 90.78 87.96 90.20 86.56 89.14 87.66 88.20 87.11 89.67 87.81 90.40 89.95 86.20 90.43 88.28 69.72 88.71 88.86 88.10 88.33 89.76 58.40 87.63 87.97
840 372 32 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.59 87.13 87.98 89.25 87.35 86.42 88.71 89.12 89.05 88.66 87.75 89.87 88.03 88.28 88.18 90.03 88.98 87.34 70.74 69.72 87.16 87.20 88.15 87.63 87.93 88.48
841 372 32 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 88.11 89.10 88.36 86.83 88.69 87.15 88.37 88.40 89.52 90.42 88.92 89.01 88.01 85.98 87.44 90.20 89.06 68.91 88.84 88.05 86.64 88.16 89.39 87.17 60.17 87.19
842 372 32 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 88.52 70.12 87.26 86.38 88.04 86.79 89.02 88.26 89.19 70.77 89.25 86.02 89.76 89.66 88.00 88.88 87.73 70.63 89.15 88.31 89.15 86.87 88.33 88.77 87.69 87.71
843 372 32 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 89.36 87.78 88.48 86.82 87.57 69.74 88.01 69.39 90.34 87.63 69.43 69.47 69.19 88.53 89.93 70.95 87.94 69.38 88.23 69.28 88.12 86.82 88.87 59.88 87.52 60.24
872 372 32 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 84.45 87.26 89.23 89.32 85.73 85.48 88.28 88.56 88.24 88.34 87.24 87.70 87.89 88.37 85.21 88.19 87.04 90.17 90.09 85.84 83.13 85.04 88.70 87.65 88.80 86.38
873 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.31 91.30 89.30 87.23 86.52 85.35 86.98 87.70 86.46 87.10 86.28 89.04 88.87 87.21 86.30 88.28 89.99 87.32 87.90 87.73 88.28 87.49 89.15 88.52 87.88 87.05
874 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.46 85.88 85.38 87.66 84.66 86.02 87.79 86.10 87.53 87.18 86.81 86.65 86.55 86.62 87.40 84.33 87.37 87.68 88.24 87.17 83.97 85.40 88.29 87.14 85.03 85.69
875 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.99 89.43 87.46 87.04 87.15 84.09 88.10 86.89 87.63 88.50 88.86 85.49 87.51 89.12 87.67 88.41 90.44 89.34 89.71 87.94 86.38 86.70 88.60 87.65 88.40 86.71
904 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.27 88.40 89.42 86.19 87.22 87.31 86.64 89.48 88.18 90.94 86.95 87.41 89.36 89.40 89.42 89.53 88.28 89.48 91.33 88.71 85.22 88.27 90.18 88.18 88.98 88.32
905 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.53 87.89 89.86 87.70 89.14 85.99 89.49 87.95 86.39 89.40 90.42 90.38 90.60 91.13 89.21 89.99 87.81 91.38 90.62 87.81 87.34 86.40 91.10 87.23 89.16 88.22
906 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.16 87.87 89.20 87.76 88.75 88.36 90.25 88.44 89.30 89.78 90.92 89.17 88.91 88.74 88.07 90.77 90.05 90.30 88.91 87.28 87.00 88.25 90.03 88.89 88.00 88.58
907 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.17 88.68 89.63 86.17 87.46 87.15 87.18 88.80 88.39 89.56 89.37 89.09 89.73 89.45 87.17 88.47 90.12 90.72 89.16 87.88 89.90 87.35 90.61 88.86 89.95 89.59
936 372 32 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.03 89.79 89.22 88.77 89.04 87.90 88.76 86.88 88.76 88.28 90.85 88.68 90.70 89.37 87.89 91.40 87.87 90.25 89.74 88.09 88.85 88.81 88.45 88.12 88.68 88.38
937 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.32 88.53 90.53 89.35 89.01 88.54 89.94 88.70 88.52 87.47 90.53 88.22 89.81 89.39 88.46 90.34 89.82 91.99 90.27 88.76 88.03 90.42 88.77 89.11 87.21 86.40
938 372 32 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.83 90.46 90.66 87.56 86.06 87.70 87.73 89.51 89.42 88.63 91.46 87.33 88.47 90.51 87.88 90.48 87.41 90.56 89.34 90.74 89.58 88.42 90.46 87.76 89.29 88.12
939 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.89 89.07 90.78 88.77 88.68 90.88 88.47 88.69 89.40 88.23 88.51 88.52 90.02 90.97 88.53 88.12 90.65 90.18 90.66 89.57 90.67 88.94 91.18 88.17 89.53 90.51
968 372 32 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 86.98 83.24 88.06 86.89 86.47 87.87 87.41 88.49 87.58 87.23 88.59 85.96 86.57 88.57 86.26 89.65 88.14 87.76 88.07 86.42 86.19 84.71 90.33 85.48 86.30 86.75
969 372 32 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.38 86.59 87.33 87.20 86.35 85.11 86.60 88.23 89.23 89.52 90.19 87.02 88.61 89.16 87.24 87.95 89.95 87.78 89.58 86.95 87.21 87.24 87.49 87.01 86.73 87.17
970 372 32 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.83 89.76 85.56 86.58 87.69 86.06 86.45 87.55 89.12 88.53 88.43 87.54 89.57 89.69 83.68 88.44 89.23 89.03 87.51 89.35 89.58 86.98 87.42 88.00 86.50 85.30
971 372 32 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 86.54 86.83 88.76 87.15 86.84 87.29 86.72 87.31 84.49 86.76 88.07 89.11 89.19 88.51 86.41 90.15 87.38 90.00 87.00 88.28 87.99 85.68 90.74 87.89 86.51 86.91
1000 372 32 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.31 88.39 88.08 87.11 88.71 87.17 88.76 88.28 88.43 88.24 88.68 88.86 89.27 88.95 87.88 89.25 89.15 90.67 91.29 89.44 87.59 87.67 89.44 87.57 88.83 86.78
1001 372 32 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.20 87.63 89.83 87.09 90.31 86.37 88.52 88.05 89.30 90.16 90.77 86.91 88.42 88.07 87.69 87.89 88.82 90.96 91.75 86.74 89.20 87.13 89.24 86.95 87.32 87.93
1002 372 32 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.44 86.91 90.62 87.90 88.02 86.62 86.76 88.53 88.75 89.50 87.74 88.55 88.98 88.72 87.10 89.92 89.75 89.84 90.63 87.97 87.95 86.23 88.31 88.06 86.76 85.76
1003 372 32 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.22 89.98 87.95 87.67 88.10 86.63 88.26 89.02 89.31 90.49 89.78 87.41 88.44 88.52 88.86 89.39 89.51 89.87 88.81 89.41 88.51 86.95 89.79 85.23 87.17 88.27
1032 372 32 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 89.97 91.42 91.99 86.96 88.67 87.87 89.58 88.34 89.83 89.97 89.13 86.98 88.67 89.24 88.07 88.80 88.86 88.79 89.59 89.01 87.58 88.63 88.89 87.41 87.91 85.93
1033 372 32 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 87.32 87.87 89.03 87.47 87.13 87.06 88.19 89.55 88.30 88.71 87.66 88.96 90.10 87.87 88.62 88.63 89.82 88.68 91.46 88.60 87.45 86.22 89.41 87.92 88.25 86.19
1034 372 32 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.06 88.29 89.36 89.60 88.56 88.32 88.57 88.57 89.39 89.22 91.31 89.44 89.87 89.18 88.65 90.01 90.37 89.99 91.26 87.19 88.60 88.48 88.48 87.58 89.50 87.72
1035 372 32 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.40 88.88 88.81 87.92 87.68 85.42 88.66 86.83 89.72 87.96 89.70 86.83 90.33 87.77 85.50 89.12 88.78 88.49 89.31 89.72 88.46 86.42 88.30 86.13 87.65 84.72
1064 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.65 86.75 87.75 88.62 87.85 88.92 87.71 86.06 88.79 89.73 89.04 88.27 87.18 90.89 86.49 87.97 88.51 89.64 70.63 87.10 89.30 85.96 88.23 86.41 88.02 86.86
1065 372 32 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.98 88.13 87.20 87.57 87.04 89.15 88.08 87.71 88.46 89.43 88.26 86.29 89.28 87.87 86.93 88.86 88.06 88.19 88.46 89.05 88.60 87.42 88.31 87.23 88.71 88.07
1066 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.51 87.42 89.24 88.70 87.35 88.19 90.26 89.83 89.47 90.57 90.43 87.31 90.64 90.45 88.53 88.91 89.95 89.37 86.78 88.23 88.29 88.13 89.79 88.00 89.49 87.34
1067 372 32 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 87.18 89.32 88.81 88.27 86.59 87.82 89.65 87.08 87.28 88.18 87.42 87.58 87.91 89.94 88.57 87.99 71.02 89.94 88.08 86.84 88.00 87.12 89.13 88.09 87.41 86.64
1096 372 32 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 88.60 87.72 89.57 85.83 86.05 87.40 87.32 86.32 90.27 88.74 69.92 87.87 87.70 89.03 88.32 87.56 89.39 90.37 69.61 87.63 86.54 86.26 89.31 87.89 88.75 86.68
1097 372 32 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.50 87.86 89.87 87.86 88.28 86.80 88.50 88.59 88.92 90.01 88.82 69.45 88.14 88.58 89.19 87.79 89.07 68.80 88.76 88.31 88.53 87.11 88.92 87.72 88.32 86.10
1098 372 32 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.05 89.02 88.81 86.45 88.65 87.56 89.85 87.03 89.03 87.98 69.37 87.49 88.70 89.62 89.63 89.84 88.72 88.47 70.53 88.32 88.64 86.37 90.62 87.62 88.91 87.52
1099 372 32 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 87.96 89.49 70.17 87.06 88.58 87.16 88.86 89.64 90.09 89.39 88.47 86.51 89.54 88.01 89.59 88.79 90.13 89.28 70.18 88.27 87.88 86.51 91.61 88.16 89.05 88.51
1128 372 32 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.53 87.14 88.71 87.28 87.09 86.17 89.92 87.27 89.96 90.99 69.99 70.04 89.11 87.12 58.22 87.81 86.63 89.14 89.35 89.77 89.20 88.03 86.87 86.98 88.20 58.95
1129 372 32 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 88.91 89.11 88.55 89.72 88.27 68.70 87.44 87.38 89.44 89.41 89.30 87.34 87.34 89.19 88.11 88.87 88.18 69.49 69.67 87.15 87.43 88.41 87.78 86.89 59.57 88.80
1130 372 32 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 88.51 89.52 88.25 88.17 70.09 87.13 90.90 88.46 88.30 87.09 88.84 89.67 88.86 88.47 88.23 70.31 87.94 90.44 70.15 87.49 86.59 88.00 90.14 89.13 59.51 87.64
1131 372 32 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 89.16 89.03 70.84 85.89 88.71 85.01 88.21 88.87 89.95 89.43 70.56 68.76 69.72 90.65 88.73 89.67 90.94 88.39 88.06 68.68 89.26 87.91 88.27 88.68 88.40 87.64


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
585 86.72 88.83 87.30 85.68 85.55 87.43 85.49 85.76 87.09 87.17 87.51 86.86 87.63 86.28 87.29 88.50 86.64 87.63 88.09 87.23 86.68 85.63 87.58 86.43 86.55 87.50 86.963462
939 84.67 87.39 87.55 86.72 86.09 87.76 85.72 86.80 87.54 87.28 86.83 85.97 88.22 89.26 87.39 85.58 87.75 87.17 87.72 86.70 86.18 86.62 88.59 85.72 85.96 86.98 86.929231
906 86.95 86.51 87.06 85.76 86.44 86.22 86.58 86.87 87.19 87.22 88.41 87.98 87.67 87.32 86.09 89.29 85.88 87.71 88.63 88.17 85.30 85.37 87.84 86.04 84.81 86.26 86.906538
907 85.81 85.16 86.97 85.65 87.19 86.78 86.06 86.79 86.99 87.47 88.41 88.50 88.07 86.72 88.22 85.82 87.53 87.68 86.82 87.25 86.20 86.29 85.62 85.90 86.75 86.71 86.821538
650 83.86 87.72 86.72 87.06 87.25 87.40 87.12 87.10 87.66 85.76 87.74 85.55 88.45 87.08 86.24 87.33 87.67 88.72 87.03 87.98 85.40 86.64 86.61 86.47 84.08 85.20 86.763077
651 86.25 85.85 87.20 87.51 86.18 88.04 87.84 86.45 87.65 87.92 86.47 88.13 86.73 86.04 85.94 86.92 85.45 86.22 87.41 86.15 87.88 85.45 85.92 86.06 86.37 86.86 86.726538
873 85.14 88.38 86.19 87.94 83.68 87.79 85.56 86.67 87.43 87.31 87.00 87.56 89.04 84.52 85.55 87.17 87.54 86.46 86.61 88.16 85.94 86.76 86.88 87.40 84.70 86.79 86.698846
649 87.42 84.91 87.07 85.68 86.56 87.78 86.46 85.86 86.77 87.22 87.70 84.94 87.90 87.20 87.51 86.27 85.87 86.93 87.49 87.32 85.43 85.14 89.02 86.87 85.76 86.93 86.692692
584 86.38 86.28 85.62 84.92 87.51 88.64 86.31 85.93 85.79 86.65 87.19 87.08 86.38 86.70 85.79 87.69 86.82 87.73 88.63 89.24 84.99 84.49 87.46 87.23 85.23 87.30 86.691538
875 86.79 86.72 87.12 85.91 86.02 86.36 87.40 87.23 86.34 86.95 87.33 87.29 86.76 86.50 86.55 87.47 86.29 87.58 88.05 87.64 84.74 85.46 86.72 86.23 86.73 85.10 86.664615

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
873 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 85.14 88.38 86.19 87.94 83.68 87.79 85.56 86.67 87.43 87.31 87.00 87.56 89.04 84.52 85.55 87.17 87.54 86.46 86.61 88.16 85.94 86.76 86.88 87.40 84.70 86.79
874 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 85.99 86.59 84.63 85.84 85.59 86.34 86.60 87.05 87.79 87.43 87.61 88.19 85.72 86.62 87.21 86.28 85.53 87.14 87.34 87.65 85.37 83.25 87.78 85.97 84.89 86.36
875 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.79 86.72 87.12 85.91 86.02 86.36 87.40 87.23 86.34 86.95 87.33 87.29 86.76 86.50 86.55 87.47 86.29 87.58 88.05 87.64 84.74 85.46 86.72 86.23 86.73 85.10
1064 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 86.84 86.72 86.43 86.41 86.63 87.20 86.72 86.14 86.90 88.26 87.41 88.52 85.61 86.95 85.95 87.49 87.04 88.10 75.74 86.74 86.86 83.93 84.93 83.57 85.79 85.51
1066 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.00 84.49 85.80 85.89 85.32 87.26 86.91 87.35 87.21 85.23 88.58 87.94 88.33 86.86 86.34 87.47 86.26 87.09 85.72 87.54 85.82 84.69 88.20 84.21 85.29 85.69
584 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.38 86.28 85.62 84.92 87.51 88.64 86.31 85.93 85.79 86.65 87.19 87.08 86.38 86.70 85.79 87.69 86.82 87.73 88.63 89.24 84.99 84.49 87.46 87.23 85.23 87.30
585 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.72 88.83 87.30 85.68 85.55 87.43 85.49 85.76 87.09 87.17 87.51 86.86 87.63 86.28 87.29 88.50 86.64 87.63 88.09 87.23 86.68 85.63 87.58 86.43 86.55 87.50
587 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.64 86.26 86.20 86.10 85.54 86.99 87.26 86.49 87.93 87.43 86.60 87.17 87.25 86.59 86.52 88.23 86.19 85.89 88.01 86.97 85.62 84.09 86.85 85.03 86.15 85.31
680 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 85.53 87.48 86.04 85.36 86.84 87.57 85.77 86.68 86.36 88.92 87.82 86.59 87.45 87.69 85.58 86.44 86.93 87.00 86.81 87.97 85.02 84.12 84.73 83.11 86.72 84.43
683 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 86.48 85.95 88.05 86.59 86.96 87.17 86.05 86.91 86.59 86.09 87.88 86.43 88.22 86.29 85.90 88.44 85.77 87.78 87.44 87.89 84.06 83.75 86.38 86.19 86.93 85.02
778 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 85.89 86.83 85.86 86.05 87.92 87.43 87.15 86.08 87.78 85.84 86.63 87.00 85.80 87.23 86.53 87.70 85.99 87.04 87.52 86.74 86.26 83.14 85.74 84.76 86.22 86.94
904 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.47 87.18 86.67 85.47 88.74 87.10 85.29 87.38 87.29 88.06 87.93 86.82 86.69 86.35 86.51 87.67 85.84 86.10 88.52 86.97 84.35 84.94 86.11 84.60 85.63 84.71
905 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 86.37 85.70 87.59 85.57 84.86 85.76 86.53 86.21 85.60 87.53 88.03 88.23 87.40 86.83 87.91 86.08 85.00 87.73 87.42 85.99 86.62 84.30 87.37 84.82 86.18 85.53
906 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.95 86.51 87.06 85.76 86.44 86.22 86.58 86.87 87.19 87.22 88.41 87.98 87.67 87.32 86.09 89.29 85.88 87.71 88.63 88.17 85.30 85.37 87.84 86.04 84.81 86.26
907 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 85.81 85.16 86.97 85.65 87.19 86.78 86.06 86.79 86.99 87.47 88.41 88.50 88.07 86.72 88.22 85.82 87.53 87.68 86.82 87.25 86.20 86.29 85.62 85.90 86.75 86.71
616 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 85.54 86.28 85.45 87.10 86.71 87.46 86.03 87.42 87.44 86.85 87.87 87.88 88.21 86.09 86.48 87.66 87.05 86.02 87.18 88.15 84.39 85.94 85.24 85.30 86.29 84.43
618 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 85.19 86.88 84.82 85.28 86.56 85.72 87.27 86.65 87.34 87.61 86.35 86.85 87.28 86.93 88.61 88.59 86.29 88.32 88.16 89.21 82.93 84.33 88.31 84.88 86.80 84.66
619 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.06 87.60 87.37 84.30 85.85 86.60 87.17 86.59 88.10 87.72 89.58 88.08 87.71 87.32 87.00 85.50 88.31 84.82 87.79 86.21 85.45 84.27 85.27 85.74 85.24 86.74
937 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.32 85.94 88.05 86.54 85.44 84.49 86.84 87.28 87.01 86.83 87.41 86.07 87.96 86.21 87.14 87.79 86.40 88.30 87.63 88.30 84.60 87.41 86.35 85.10 86.18 84.69
939 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 84.67 87.39 87.55 86.72 86.09 87.76 85.72 86.80 87.54 87.28 86.83 85.97 88.22 89.26 87.39 85.58 87.75 87.17 87.72 86.70 86.18 86.62 88.59 85.72 85.96 86.98
648 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 85.00 86.34 86.48 86.80 87.07 86.64 86.77 86.70 87.82 84.96 88.04 86.85 86.76 86.17 85.87 86.84 87.82 86.68 86.36 87.88 86.88 83.56 86.51 86.24 87.36 85.49
649 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.42 84.91 87.07 85.68 86.56 87.78 86.46 85.86 86.77 87.22 87.70 84.94 87.90 87.20 87.51 86.27 85.87 86.93 87.49 87.32 85.43 85.14 89.02 86.87 85.76 86.93
650 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 83.86 87.72 86.72 87.06 87.25 87.40 87.12 87.10 87.66 85.76 87.74 85.55 88.45 87.08 86.24 87.33 87.67 88.72 87.03 87.98 85.40 86.64 86.61 86.47 84.08 85.20
651 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.25 85.85 87.20 87.51 86.18 88.04 87.84 86.45 87.65 87.92 86.47 88.13 86.73 86.04 85.94 86.92 85.45 86.22 87.41 86.15 87.88 85.45 85.92 86.06 86.37 86.86 
Size of the All data:  (144, 29)
Size of the Sig data:  (24, 34)
Code 
dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)

html_table = dt_mw11.to_html(index=True)


# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 max_map
619 85.06 87.60 87.37 84.30 85.85 86.60 87.17 86.59 88.10 87.72 89.58 88.08 87.71 87.32 87.00 85.50 88.31 84.82 87.79 86.21 85.45 84.27 85.27 85.74 85.24 86.74 89.58
906 86.95 86.51 87.06 85.76 86.44 86.22 86.58 86.87 87.19 87.22 88.41 87.98 87.67 87.32 86.09 89.29 85.88 87.71 88.63 88.17 85.30 85.37 87.84 86.04 84.81 86.26 89.29
939 84.67 87.39 87.55 86.72 86.09 87.76 85.72 86.80 87.54 87.28 86.83 85.97 88.22 89.26 87.39 85.58 87.75 87.17 87.72 86.70 86.18 86.62 88.59 85.72 85.96 86.98 89.26
584 86.38 86.28 85.62 84.92 87.51 88.64 86.31 85.93 85.79 86.65 87.19 87.08 86.38 86.70 85.79 87.69 86.82 87.73 88.63 89.24 84.99 84.49 87.46 87.23 85.23 87.30 89.24
618 85.19 86.88 84.82 85.28 86.56 85.72 87.27 86.65 87.34 87.61 86.35 86.85 87.28 86.93 88.61 88.59 86.29 88.32 88.16 89.21 82.93 84.33 88.31 84.88 86.80 84.66 89.21
873 85.14 88.38 86.19 87.94 83.68 87.79 85.56 86.67 87.43 87.31 87.00 87.56 89.04 84.52 85.55 87.17 87.54 86.46 86.61 88.16 85.94 86.76 86.88 87.40 84.70 86.79 89.04
649 87.42 84.91 87.07 85.68 86.56 87.78 86.46 85.86 86.77 87.22 87.70 84.94 87.90 87.20 87.51 86.27 85.87 86.93 87.49 87.32 85.43 85.14 89.02 86.87 85.76 86.93 89.02
680 85.53 87.48 86.04 85.36 86.84 87.57 85.77 86.68 86.36 88.92 87.82 86.59 87.45 87.69 85.58 86.44 86.93 87.00 86.81 87.97 85.02 84.12 84.73 83.11 86.72 84.43 88.92
585 86.72 88.83 87.30 85.68 85.55 87.43 85.49 85.76 87.09 87.17 87.51 86.86 87.63 86.28 87.29 88.50 86.64 87.63 88.09 87.23 86.68 85.63 87.58 86.43 86.55 87.50 88.83
904 86.47 87.18 86.67 85.47 88.74 87.10 85.29 87.38 87.29 88.06 87.93 86.82 86.69 86.35 86.51 87.67 85.84 86.10 88.52 86.97 84.35 84.94 86.11 84.60 85.63 84.71 88.74
650 83.86 87.72 86.72 87.06 87.25 87.40 87.12 87.10 87.66 85.76 87.74 85.55 88.45 87.08 86.24 87.33 87.67 88.72 87.03 87.98 85.40 86.64 86.61 86.47 84.08 85.20 88.72
1066 85.00 84.49 85.80 85.89 85.32 87.26 86.91 87.35 87.21 85.23 88.58 87.94 88.33 86.86 86.34 87.47 86.26 87.09 85.72 87.54 85.82 84.69 88.20 84.21 85.29 85.69 88.58
1064 86.84 86.72 86.43 86.41 86.63 87.20 86.72 86.14 86.90 88.26 87.41 88.52 85.61 86.95 85.95 87.49 87.04 88.10 75.74 86.74 86.86 83.93 84.93 83.57 85.79 85.51 88.52
907 85.81 85.16 86.97 85.65 87.19 86.78 86.06 86.79 86.99 87.47 88.41 88.50 88.07 86.72 88.22 85.82 87.53 87.68 86.82 87.25 86.20 86.29 85.62 85.90 86.75 86.71 88.50
683 86.48 85.95 88.05 86.59 86.96 87.17 86.05 86.91 86.59 86.09 87.88 86.43 88.22 86.29 85.90 88.44 85.77 87.78 87.44 87.89 84.06 83.75 86.38 86.19 86.93 85.02 88.44
937 86.32 85.94 88.05 86.54 85.44 84.49 86.84 87.28 87.01 86.83 87.41 86.07 87.96 86.21 87.14 87.79 86.40 88.30 87.63 88.30 84.60 87.41 86.35 85.10 86.18 84.69 88.30
905 86.37 85.70 87.59 85.57 84.86 85.76 86.53 86.21 85.60 87.53 88.03 88.23 87.40 86.83 87.91 86.08 85.00 87.73 87.42 85.99 86.62 84.30 87.37 84.82 86.18 85.53 88.23
587 87.64 86.26 86.20 86.10 85.54 86.99 87.26 86.49 87.93 87.43 86.60 87.17 87.25 86.59 86.52 88.23 86.19 85.89 88.01 86.97 85.62 84.09 86.85 85.03 86.15 85.31 88.23
616 85.54 86.28 85.45 87.10 86.71 87.46 86.03 87.42 87.44 86.85 87.87 87.88 88.21 86.09 86.48 87.66 87.05 86.02 87.18 88.15 84.39 85.94 85.24 85.30 86.29 84.43 88.21
874 85.99 86.59 84.63 85.84 85.59 86.34 86.60 87.05 87.79 87.43 87.61 88.19 85.72 86.62 87.21 86.28 85.53 87.14 87.34 87.65 85.37 83.25 87.78 85.97 84.89 86.36 88.19
651 86.25 85.85 87.20 87.51 86.18 88.04 87.84 86.45 87.65 87.92 86.47 88.13 86.73 86.04 85.94 86.92 85.45 86.22 87.41 86.15 87.88 85.45 85.92 86.06 86.37 86.86 88.13
875 86.79 86.72 87.12 85.91 86.02 86.36 87.40 87.23 86.34 86.95 87.33 87.29 86.76 86.50 86.55 87.47 86.29 87.58 88.05 87.64 84.74 85.46 86.72 86.23 86.73 85.10 88.05
648 85.00 86.34 86.48 86.80 87.07 86.64 86.77 86.70 87.82 84.96 88.04 86.85 86.76 86.17 85.87 86.84 87.82 86.68 86.36 87.88 86.88 83.56 86.51 86.24 87.36 85.49 88.04
778 85.89 86.83 85.86 86.05 87.92 87.43 87.15 86.08 87.78 85.84 86.63 87.00 85.80 87.23 86.53 87.70 85.99 87.04 87.52 86.74 86.26 83.14 85.74 84.76 86.22 86.94 87.92
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
6 372 32 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.31 91.30 89.30 87.23 86.52 85.35 86.98 87.70 86.46 87.10 86.28 89.04 88.87 87.21 86.30 88.28 89.99 87.32 87.90 87.73 88.28 87.49 89.15 88.52 87.88 87.05
20 372 32 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.46 85.88 85.38 87.66 84.66 86.02 87.79 86.10 87.53 87.18 86.81 86.65 86.55 86.62 87.40 84.33 87.37 87.68 88.24 87.17 83.97 85.40 88.29 87.14 85.03 85.69
9 372 32 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.99 89.43 87.46 87.04 87.15 84.09 88.10 86.89 87.63 88.50 88.86 85.49 87.51 89.12 87.67 88.41 90.44 89.34 89.71 87.94 86.38 86.70 88.60 87.65 88.40 86.71
23 372 32 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.65 86.75 87.75 88.62 87.85 88.92 87.71 86.06 88.79 89.73 89.04 88.27 87.18 90.89 86.49 87.97 88.51 89.64 70.63 87.10 89.30 85.96 88.23 86.41 88.02 86.86
21 372 32 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.51 87.42 89.24 88.70 87.35 88.19 90.26 89.83 89.47 90.57 90.43 87.31 90.64 90.45 88.53 88.91 89.95 89.37 86.78 88.23 88.29 88.13 89.79 88.00 89.49 87.34
8 372 32 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.92 87.42 87.88 86.51 87.99 87.59 88.28 87.08 88.08 86.99 89.71 86.98 89.24 89.64 84.52 89.72 87.96 90.16 87.48 90.16 87.55 88.11 89.51 88.64 87.10 87.34
0 372 32 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.90 88.91 88.87 88.43 86.51 86.19 87.87 86.80 87.87 86.73 88.75 86.35 89.39 87.34 88.11 89.08 88.93 87.73 89.33 89.08 88.06 88.47 88.77 87.20 87.38 88.12
15 372 32 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.75 86.87 88.53 86.70 86.18 87.07 88.96 86.56 88.08 88.79 89.46 86.63 88.06 87.48 86.25 86.42 89.23 88.32 90.53 88.09 89.11 87.53 86.76 88.08 88.58 86.02
22 372 32 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.67 89.06 88.91 87.17 85.94 88.52 87.94 87.61 88.48 88.48 88.03 87.48 87.02 88.06 87.48 89.79 88.70 89.08 86.92 90.17 88.13 85.32 87.92 86.71 86.60 86.16
13 372 32 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.54 87.70 88.34 88.45 88.13 84.28 87.39 86.79 89.27 87.33 89.67 87.28 90.01 89.01 88.36 89.17 91.17 90.49 89.43 87.83 86.47 86.80 89.67 88.12 88.82 85.07
18 372 32 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 89.14 90.35 91.61 86.73 89.44 86.81 88.40 87.64 89.28 89.45 88.21 88.50 88.33 89.70 86.92 88.70 85.43 89.87 89.96 87.51 88.87 86.09 90.39 87.12 89.11 88.13
17 372 32 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.27 88.40 89.42 86.19 87.22 87.31 86.64 89.48 88.18 90.94 86.95 87.41 89.36 89.40 89.42 89.53 88.28 89.48 91.33 88.71 85.22 88.27 90.18 88.18 88.98 88.32
19 372 32 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.53 87.89 89.86 87.70 89.14 85.99 89.49 87.95 86.39 89.40 90.42 90.38 90.60 91.13 89.21 89.99 87.81 91.38 90.62 87.81 87.34 86.40 91.10 87.23 89.16 88.22
2 372 32 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.16 87.87 89.20 87.76 88.75 88.36 90.25 88.44 89.30 89.78 90.92 89.17 88.91 88.74 88.07 90.77 90.05 90.30 88.91 87.28 87.00 88.25 90.03 88.89 88.00 88.58
3 372 32 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.17 88.68 89.63 86.17 87.46 87.15 87.18 88.80 88.39 89.56 89.37 89.09 89.73 89.45 87.17 88.47 90.12 90.72 89.16 87.88 89.90 87.35 90.61 88.86 89.95 89.59
14 372 32 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.81 88.21 89.73 87.74 86.83 87.82 86.83 89.38 89.66 88.69 87.67 86.57 90.22 87.97 87.45 90.13 88.96 89.84 90.45 87.73 87.28 86.74 89.29 88.83 88.85 88.30
11 372 32 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.30 86.69 89.38 87.62 89.13 86.14 87.85 89.49 88.70 90.03 89.95 87.05 89.29 88.28 89.90 88.08 89.38 90.62 89.94 88.80 85.17 89.36 90.07 87.73 89.91 85.75
12 372 32 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 86.65 90.47 91.40 87.47 88.16 88.41 88.92 89.59 89.72 88.17 91.15 88.48 88.34 89.10 89.25 89.76 90.58 90.16 88.55 89.32 88.49 88.27 89.55 88.40 88.95 89.71
10 372 32 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 89.32 88.53 90.53 89.35 89.01 88.54 89.94 88.70 88.52 87.47 90.53 88.22 89.81 89.39 88.46 90.34 89.82 91.99 90.27 88.76 88.03 90.42 88.77 89.11 87.21 86.40
1 372 32 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.89 89.07 90.78 88.77 88.68 90.88 88.47 88.69 89.40 88.23 88.51 88.52 90.02 90.97 88.53 88.12 90.65 90.18 90.66 89.57 90.67 88.94 91.18 88.17 89.53 90.51
16 372 32 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.33 89.32 90.32 89.09 90.22 88.99 89.88 88.78 88.89 88.64 88.65 88.04 91.11 89.58 87.32 89.98 89.48 89.12 90.17 89.94 89.61 87.36 90.81 87.88 89.33 87.71
7 372 32 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.85 89.27 89.60 86.66 89.57 87.89 87.19 88.93 88.12 89.64 87.34 87.33 89.67 88.71 87.29 90.11 87.50 89.48 91.10 90.26 88.50 87.83 90.61 89.47 88.49 88.07
4 372 32 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 87.02 88.82 88.96 89.08 88.28 87.78 89.63 88.65 88.93 89.61 89.24 87.73 89.02 89.15 89.32 89.72 88.47 89.01 88.70 88.58 88.69 88.54 90.27 89.92 86.14 88.75
5 372 32 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.48 87.84 89.60 90.44 89.53 88.96 90.38 89.53 89.67 88.82 89.04 88.12 88.87 87.84 87.81 90.22 88.59 88.84 89.33 88.91 89.07 88.12 88.97 89.22 87.96 89.01 
Size of the test data:  (24, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 87.597083 0.750770
mAP_valid_abs_values_20 87.502083 0.859261
mAP_valid_abs_values_13 87.385000 0.916643
mAP_valid_abs_values_16 87.259167 1.004191
mAP_valid_abs_values_12 87.186667 0.955755
mAP_valid_abs_values_18 87.160000 0.913207
mAP_valid_abs_values_9 87.150417 0.651203
mAP_valid_abs_values_10 87.071250 0.941014
mAP_valid_abs_values_19 87.005000 2.502807
mAP_valid_abs_values_6 86.997083 0.886167
mAP_valid_abs_values_23 86.750417 1.189843
mAP_valid_abs_values_14 86.739583 0.826335
mAP_valid_abs_values_8 86.682917 0.494751
mAP_valid_abs_values_15 86.671667 0.838812
mAP_valid_abs_values_3 86.593333 0.922976
mAP_valid_abs_values_2 86.582917 1.027709
mAP_valid_abs_values_17 86.577500 0.869894
mAP_valid_abs_values_7 86.537500 0.678369
mAP_valid_abs_values_5 86.354167 1.064032
mAP_valid_abs_values_4 86.088750 0.835304
mAP_valid_abs_values 85.971250 0.919425
mAP_valid_abs_values_25 85.942083 0.820562
mAP_valid_abs_values_26 85.880833 0.994113
mAP_valid_abs_values_24 85.577917 1.073697
mAP_valid_abs_values_21 85.540417 1.084513
mAP_valid_abs_values_22 84.982083 1.188064


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_18 89.588333 1.125702
mAP_test_abs_values_23 89.521667 1.093946
mAP_test_abs_values_3 89.236667 1.324573
mAP_test_abs_values_13 89.072917 1.187802
mAP_test_abs_values_17 89.057083 1.297427
mAP_test_abs_values_16 89.000000 1.411345
mAP_test_abs_values_14 88.967917 1.211539
mAP_test_abs_values_11 88.957917 1.316527
mAP_test_abs_values_10 88.742917 1.173102
mAP_test_abs_values_19 88.587500 4.023887
mAP_test_abs_values_9 88.533750 0.921949
mAP_test_abs_values_20 88.523333 0.988625
mAP_test_abs_values_7 88.430417 1.178269
mAP_test_abs_values_2 88.422917 1.288826
average_map 88.413574 0.676523
mAP_test_abs_values_25 88.286250 1.224059
mAP_test_abs_values_24 88.145000 0.893328
mAP_test_abs_values_8 88.144583 1.189274
mAP_test_abs_values_5 87.904167 1.365545
mAP_test_abs_values_21 87.890833 1.589626
mAP_test_abs_values_4 87.803333 1.102569
mAP_test_abs_values_15 87.801250 1.226697
mAP_test_abs_values 87.775833 1.002106
mAP_test_abs_values_12 87.753750 1.095055
mAP_test_abs_values_26 87.642083 1.391665
mAP_test_abs_values_22 87.577083 1.241193
mAP_test_abs_values_6 87.385417 1.580575
Code 
res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_32 =  res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]

res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]


result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')


result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]

html_table = result_merged_mwu_32.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 11 87.597083 88.957917
1 20 87.502083 88.523333
2 13 87.385000 89.072917
3 16 87.259167 89.000000
4 12 87.186667 87.753750
5 18 87.160000 89.588333
6 9 87.150417 88.533750
7 10 87.071250 88.742917
8 19 87.005000 88.587500
9 6 86.997083 87.385417
10 23 86.750417 89.521667
11 14 86.739583 88.967917
12 8 86.682917 88.144583
13 15 86.671667 87.801250
14 3 86.593333 89.236667
15 2 86.582917 88.422917
16 17 86.577500 89.057083
17 7 86.537500 88.430417
18 5 86.354167 87.904167
19 4 86.088750 87.803333
20 1 85.971250 87.775833
21 25 85.942083 88.286250
22 26 85.880833 87.642083
23 24 85.577917 88.145000
24 21 85.540417 87.890833
25 22 84.982083 87.577083


Code 
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 24

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
4 372 24 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 80.88 80.11 81.79 79.86 81.44 82.54 82.37 82.98 83.49 78.68 82.90 84.45 83.25 77.54 83.08 82.40 83.17 84.76 82.28 83.33 19.49 81.00 80.13 80.76 80.67 82.29
5 372 24 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 83.47 82.21 82.34 82.51 83.88 80.68 81.94 86.07 85.03 82.76 85.46 83.43 82.67 85.27 83.80 84.83 19.49 83.87 85.94 87.14 83.06 79.91 82.44 81.95 81.62 77.42
6 372 24 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 81.71 82.72 82.71 83.47 83.06 84.83 84.20 82.12 83.66 85.11 84.85 84.36 83.26 84.60 82.91 86.58 81.58 87.27 85.44 83.66 82.11 80.75 83.92 83.52 81.87 82.38
7 372 24 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 81.03 83.22 82.20 83.51 82.44 81.88 83.46 84.72 19.49 83.35 85.25 86.57 83.02 84.61 85.25 83.82 84.70 84.18 84.62 82.65 82.92 80.59 84.86 82.47 82.65 85.41
36 372 24 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 82.43 77.90 81.65 81.50 81.28 83.33 81.00 80.04 84.20 83.86 85.09 84.93 83.33 84.05 77.57 81.73 85.10 83.07 84.27 86.37 74.15 81.07 72.22 82.73 81.34 80.75
37 372 24 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 81.06 83.47 82.77 80.77 84.06 82.86 86.00 83.33 84.30 83.72 84.87 82.97 85.13 83.57 85.63 84.24 84.97 84.85 85.06 84.95 82.47 82.15 83.90 81.94 83.12 84.74
38 372 24 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 81.38 79.63 83.16 83.59 81.34 83.30 83.25 80.22 84.10 83.72 83.84 84.02 85.02 86.24 82.97 83.49 82.99 83.21 84.38 83.23 82.43 81.04 84.88 82.47 79.64 82.56
39 372 24 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 81.92 83.72 82.58 82.11 85.34 83.19 81.26 85.31 83.86 85.02 84.05 83.66 84.83 84.17 84.93 82.24 82.96 84.71 86.44 83.65 84.22 81.68 81.20 83.80 82.00 82.63
68 372 24 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 78.49 83.95 68.45 81.19 67.59 80.44 66.45 78.77 83.16 81.66 84.44 83.27 86.12 80.70 78.79 82.69 81.88 82.79 83.92 84.07 80.57 80.41 82.96 82.61 82.90 81.54
69 372 24 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 83.66 82.68 81.85 82.81 81.24 83.31 83.30 82.14 84.57 81.13 81.29 83.75 84.45 82.13 84.45 81.40 86.03 84.23 81.17 86.80 80.30 82.46 82.20 66.91 79.64 82.43
70 372 24 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 78.50 69.55 83.13 85.39 77.87 80.66 79.20 80.14 81.51 84.83 84.00 85.46 85.77 80.43 81.84 85.08 81.18 82.08 84.92 82.98 70.04 77.93 82.98 80.92 80.65 82.35
71 372 24 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 84.16 68.80 83.34 84.40 82.39 84.58 83.42 85.84 85.35 84.04 83.39 86.19 82.99 82.61 85.47 84.20 74.96 82.80 83.29 85.22 80.47 82.04 81.66 82.09 80.64 82.32
100 372 24 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 80.24 82.30 81.39 83.84 82.47 73.16 82.54 84.09 83.35 83.03 83.28 83.56 83.05 83.45 83.77 85.00 83.67 82.93 85.96 86.13 81.15 82.41 83.44 54.83 80.94 82.18
101 372 24 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 19.49 83.87 82.70 83.95 82.27 84.22 83.39 82.45 85.22 83.75 84.36 84.11 84.71 83.69 81.56 82.22 82.96 84.68 84.22 84.02 81.73 82.04 80.77 83.95 81.63 83.90
102 372 24 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 81.82 82.19 84.83 84.15 83.93 84.06 83.27 82.64 83.60 83.79 85.21 85.20 85.47 84.07 55.54 82.84 83.23 81.94 85.41 84.15 77.27 82.32 81.10 53.71 81.93 80.95
103 372 24 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 80.57 83.31 79.78 84.52 80.71 83.62 84.55 82.49 85.26 83.09 85.84 84.81 84.60 85.97 83.14 84.90 83.82 84.60 85.46 85.80 81.90 81.61 80.87 63.04 81.92 81.55
132 372 24 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 83.15 83.07 82.54 81.29 83.51 83.62 85.33 82.71 82.09 85.43 86.68 85.29 81.22 79.26 83.20 83.19 83.98 83.21 84.94 73.39 82.74 56.48 79.08 86.42 80.81 83.84
133 372 24 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 82.13 80.59 83.00 81.24 84.01 83.50 84.34 82.66 81.18 84.79 84.72 73.88 85.26 85.61 82.96 85.87 85.15 83.24 87.21 86.10 81.19 82.64 83.24 83.34 82.79 83.73
134 372 24 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 82.51 81.89 84.09 80.24 83.57 82.72 84.84 84.91 84.43 84.87 84.67 83.73 84.67 82.81 83.81 86.12 83.65 82.23 85.94 74.40 84.08 81.29 82.14 81.90 83.84 82.97
135 372 24 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 81.60 83.70 83.01 81.78 82.57 85.83 84.38 83.60 85.20 85.32 84.04 75.00 85.09 85.61 83.54 82.72 84.10 82.76 85.31 84.72 82.63 82.42 82.71 82.63 80.63 83.29
164 372 24 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 80.93 79.44 84.54 80.96 82.60 83.73 83.22 81.93 73.88 84.29 86.72 83.80 79.81 82.95 84.59 86.04 83.77 84.96 85.46 74.56 85.91 82.50 82.86 81.30 82.58 82.04
165 372 24 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 83.81 83.54 83.89 83.62 82.58 84.05 87.06 83.76 84.77 84.62 84.46 85.36 85.94 85.15 83.71 84.72 83.72 84.53 87.95 83.92 83.65 83.55 84.29 84.22 84.11 82.33
166 372 24 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 83.37 83.39 82.22 81.92 84.51 85.03 84.86 86.38 83.17 83.59 84.53 85.28 84.34 87.82 85.66 84.27 86.58 73.05 86.62 85.65 79.31 80.97 53.52 82.74 82.91 84.18
167 372 24 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 82.54 84.47 84.27 85.46 83.22 86.30 72.83 85.10 85.36 85.06 85.50 85.99 86.26 73.29 82.25 85.58 84.24 83.16 85.57 84.77 82.96 81.75 82.98 84.34 83.25 83.93
196 372 24 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 39.66 39.61 39.74 39.95 39.79 40.17 47.63 39.42 39.75 39.85 39.75 40.00 39.77 39.87 39.60 39.48 39.65 39.70 39.56 40.07 39.52 38.29 39.62 38.83 38.87 38.82
197 372 24 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 39.53 39.62 39.92 39.74 39.34 39.68 40.23 39.95 39.73 39.68 39.93 40.16 40.13 39.40 39.72 39.72 39.80 40.10 39.71 40.16 38.78 39.50 38.90 39.15 38.98 39.29
198 372 24 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 40.38 40.14 39.35 39.99 39.98 40.12 40.56 39.42 40.12 39.89 40.05 40.40 39.90 40.01 39.66 39.93 40.16 82.47 39.95 39.47 39.71 38.99 39.65 39.30 39.06 39.17
199 372 24 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 40.28 40.12 39.29 39.45 39.50 39.91 83.98 39.60 39.84 39.98 39.96 39.26 81.63 39.80 39.55 40.30 40.03 39.69 40.01 40.20 38.81 39.07 39.60 38.95 38.95 38.73
228 372 24 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 40.54 39.51 39.39 39.43 39.68 40.05 47.59 39.77 40.08 40.30 40.25 40.25 40.38 39.69 39.91 39.35 40.13 39.59 39.89 40.23 38.62 39.02 39.92 39.33 39.33 39.13
229 372 24 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 40.45 39.85 39.79 40.31 40.06 40.14 40.16 39.69 40.15 40.25 40.12 39.75 39.95 39.77 47.08 40.00 39.63 39.70 39.65 45.10 43.77 45.71 38.71 39.23 38.55 39.09
230 372 24 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 39.77 47.35 40.10 40.11 39.88 39.97 40.44 39.65 40.02 39.57 40.21 46.73 40.09 39.78 46.85 39.94 39.63 78.65 39.59 39.91 38.54 38.77 39.29 39.10 39.05 39.30
231 372 24 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 39.60 39.67 39.86 39.61 39.78 40.29 39.73 40.05 40.14 39.96 39.99 40.34 19.49 39.56 39.96 39.69 39.68 40.31 45.86 39.69 38.62 39.52 39.35 39.07 39.66 39.41
260 372 24 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 39.79 39.45 39.40 40.09 39.76 39.59 40.37 40.24 39.94 40.24 40.19 40.51 40.11 38.95 39.97 40.20 40.11 40.16 39.63 39.91 39.38 38.87 39.98 39.19 38.69 39.33
261 372 24 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 40.14 40.18 39.88 39.74 39.94 40.07 40.38 40.24 40.49 39.23 40.09 39.59 40.08 39.00 40.30 39.43 39.93 39.65 40.13 39.74 46.79 39.15 39.42 39.34 38.82 39.56
262 372 24 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 40.18 40.14 46.37 39.87 40.28 40.30 40.31 40.36 39.95 40.13 39.91 40.21 46.61 39.71 40.40 39.73 39.91 79.72 48.14 39.89 39.76 39.08 39.89 38.98 39.64 39.13
263 372 24 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 39.78 40.02 39.41 39.88 47.11 39.83 40.01 39.50 40.16 39.94 39.64 40.17 40.02 40.50 39.84 40.21 39.28 39.74 40.06 39.85 39.62 39.09 39.54 39.32 38.82 39.23
292 372 24 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 79.56 82.58 80.40 83.36 81.91 82.23 84.56 81.83 81.08 82.37 82.63 85.04 83.28 83.21 81.91 81.14 19.49 81.92 84.21 83.71 19.49 80.92 80.28 64.42 82.02 80.09
293 372 24 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 81.33 84.16 83.42 82.92 83.27 83.32 85.43 84.17 84.23 85.73 83.56 85.34 84.84 84.29 83.81 84.49 85.20 84.85 86.86 84.78 83.01 82.80 84.48 82.83 79.89 80.65
294 372 24 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 83.05 82.82 83.92 83.24 83.92 81.95 83.84 82.97 81.71 85.16 83.36 84.00 82.08 85.46 83.65 84.68 83.56 83.78 84.43 83.45 81.87 83.19 81.35 81.64 83.39 80.50
295 372 24 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 82.00 77.69 81.92 82.91 84.11 84.11 83.44 82.33 84.08 83.86 85.47 83.67 84.98 80.84 83.88 83.24 85.01 83.50 85.85 84.76 82.63 82.59 85.31 84.39 79.42 80.67
324 372 24 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 79.94 70.55 81.72 81.45 83.35 81.49 82.73 81.40 82.20 84.11 84.42 84.55 83.61 84.09 70.76 83.52 76.95 81.64 85.38 82.69 79.95 65.76 76.91 77.02 65.53 72.81
325 372 24 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 84.11 82.00 83.44 82.63 83.98 85.79 82.93 84.02 84.43 85.21 84.46 85.49 83.40 86.51 83.51 86.43 84.48 84.90 85.64 85.05 81.09 80.94 82.55 83.30 82.48 79.51
326 372 24 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 82.54 82.51 85.07 83.09 82.95 83.77 82.46 84.37 84.11 84.75 82.40 83.50 84.94 86.25 84.29 83.24 85.60 83.76 83.72 83.51 82.09 83.35 84.01 82.32 66.86 65.85
327 372 24 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 81.07 77.92 82.66 78.13 82.56 84.67 84.11 82.89 86.54 87.04 86.09 85.16 81.43 84.08 84.39 81.81 86.15 83.50 84.00 85.40 77.00 82.54 80.76 77.61 82.16 80.90
356 372 24 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 80.91 65.26 79.72 76.09 81.17 82.30 84.32 83.40 75.71 19.49 84.18 83.80 82.61 84.76 83.75 79.15 81.34 83.90 83.88 85.87 65.83 82.10 81.49 78.03 81.43 79.87
357 372 24 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 68.79 80.80 81.47 65.90 82.81 84.47 85.25 82.69 80.25 79.97 82.32 81.76 81.69 81.43 80.77 78.73 85.41 80.08 82.46 82.48 65.79 67.30 83.18 82.44 82.31 82.25
358 372 24 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 80.96 85.06 78.41 82.77 83.40 82.43 82.37 82.80 82.33 83.89 84.71 84.85 82.02 75.25 84.56 84.40 81.46 84.20 84.68 88.50 80.70 66.54 80.99 68.77 69.31 82.00
359 372 24 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 82.00 79.42 80.10 81.40 83.78 82.92 84.08 88.08 82.12 84.50 83.76 83.88 85.14 85.74 84.31 80.53 82.70 84.78 83.91 83.12 79.63 80.29 70.33 68.99 70.95 84.07
388 372 24 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 83.08 79.90 83.30 83.60 81.98 83.80 84.12 82.30 85.02 83.60 85.34 74.60 86.16 83.15 84.89 85.41 84.53 83.78 85.42 85.59 81.31 82.78 83.30 81.70 82.53 82.69
389 372 24 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 83.30 82.52 82.66 81.32 82.23 82.14 84.43 83.51 84.89 84.73 85.56 85.16 83.79 85.33 84.76 83.90 84.39 86.17 84.99 83.62 82.31 81.82 82.00 81.79 73.65 83.12
390 372 24 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 83.25 82.03 80.17 79.64 81.99 84.98 82.76 83.18 83.14 85.03 85.41 84.26 83.58 83.64 79.86 84.95 83.69 74.95 87.46 84.65 82.01 81.68 82.53 54.27 81.63 57.05
391 372 24 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 82.98 82.53 82.11 84.48 84.60 84.85 82.60 83.82 84.54 84.86 84.65 74.55 83.92 83.13 81.89 85.23 84.69 84.31 76.21 84.93 83.21 79.77 53.19 81.72 84.12 83.67
420 372 24 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 83.99 82.23 82.23 78.85 82.52 83.16 85.68 82.53 84.90 85.45 84.82 83.74 83.60 83.33 84.95 84.14 84.98 84.39 85.89 76.06 83.92 53.36 83.48 82.55 82.71 81.12
421 372 24 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 80.01 85.05 82.48 82.70 81.87 83.63 84.12 85.56 83.76 74.15 84.84 86.87 85.73 82.35 73.43 85.09 84.19 85.21 85.62 73.69 83.27 82.45 83.68 83.10 83.09 81.44
422 372 24 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 73.17 84.23 83.40 84.07 80.45 84.01 82.11 85.43 84.21 84.56 86.21 87.65 85.63 86.45 84.61 85.55 83.43 73.48 86.34 85.03 82.86 84.09 82.79 81.87 83.65 84.54
423 372 24 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 83.54 81.97 83.23 79.84 81.78 83.89 83.23 82.75 83.11 84.27 86.34 85.60 85.35 82.66 84.67 85.87 84.06 81.37 86.01 73.07 83.09 81.91 84.57 85.15 83.15 84.04
452 372 24 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 81.38 81.23 81.83 84.71 78.88 84.50 85.29 69.57 72.94 84.42 84.11 85.44 84.76 79.70 80.82 85.86 84.80 85.69 86.55 83.31 84.29 81.78 85.00 82.87 83.28 83.08
453 372 24 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 83.10 81.06 82.47 81.43 84.14 83.41 83.93 85.02 82.23 86.94 87.20 84.72 84.85 84.89 83.77 84.48 84.06 85.43 86.17 86.25 84.06 82.07 84.25 83.28 81.60 83.55
454 372 24 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 85.43 83.26 82.96 82.32 82.70 83.56 84.10 86.58 84.14 86.04 85.24 85.00 84.70 83.71 82.54 84.97 73.08 82.04 86.08 84.32 82.88 81.03 82.64 82.55 83.11 83.65
455 372 24 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 84.01 83.78 82.61 82.84 83.01 85.57 82.71 84.73 84.16 84.75 73.61 74.40 85.67 85.69 83.24 83.96 85.11 84.24 85.12 83.50 82.69 83.18 82.63 82.45 84.35 83.61
484 372 24 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 39.91 40.38 39.21 39.28 39.46 46.98 39.66 39.71 39.80 39.90 39.96 39.98 40.03 39.74 39.70 81.12 40.18 39.93 40.09 39.63 38.59 38.64 38.99 39.18 39.30 39.32
485 372 24 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 39.67 39.67 39.88 39.71 39.81 39.97 40.00 39.71 40.28 39.77 40.26 39.65 40.11 39.89 40.05 39.73 39.64 39.90 47.67 39.86 39.05 39.12 39.59 39.02 39.21 39.24
486 372 24 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 39.98 39.87 39.81 39.51 39.62 40.21 40.14 39.58 40.19 40.07 40.23 39.89 40.26 39.64 39.74 48.08 39.71 40.15 39.78 40.38 39.73 38.52 39.54 39.37 38.91 39.11
487 372 24 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 39.81 39.87 39.99 39.91 40.15 39.57 39.91 39.61 39.98 40.15 39.75 40.03 39.76 39.66 39.79 39.71 40.18 39.65 40.23 40.00 38.99 38.44 39.54 39.82 38.98 39.63
516 372 24 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 40.27 39.66 39.85 39.90 39.84 40.06 39.94 40.13 39.77 39.72 40.03 39.77 39.84 40.06 40.17 46.58 39.87 39.86 39.89 39.58 38.51 39.51 39.48 38.96 39.20 39.36
517 372 24 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 40.08 39.68 39.48 39.80 39.80 39.97 40.23 39.34 39.39 39.87 40.15 39.66 39.88 39.81 39.71 39.95 39.20 46.75 39.93 39.73 39.05 38.96 39.34 39.03 39.08 39.16
518 372 24 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 39.68 40.38 39.70 40.14 39.93 40.24 40.19 39.76 39.80 46.39 39.77 39.92 40.28 40.40 39.69 46.69 40.35 39.94 39.96 40.24 39.14 38.64 39.45 39.35 39.12 39.03
519 372 24 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 40.18 39.73 39.68 40.08 40.04 39.61 40.45 40.28 40.34 40.13 40.18 40.20 39.80 48.06 39.14 39.57 39.18 39.85 39.84 39.67 39.93 39.21 38.86 39.35 39.16 39.04
548 372 24 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 40.25 39.99 39.57 40.19 40.15 39.76 40.28 40.01 39.77 39.93 39.49 39.73 39.86 39.83 39.94 39.76 39.85 39.55 40.00 40.33 39.43 39.26 39.19 38.97 39.21 39.13
549 372 24 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 39.95 39.74 39.78 39.90 39.74 39.90 39.89 40.11 40.09 39.75 40.25 39.88 39.82 40.16 39.40 39.76 40.19 40.01 39.98 39.56 39.67 39.04 39.43 38.60 39.06 39.47
550 372 24 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 40.33 40.01 39.80 40.23 39.48 40.07 39.65 40.09 39.95 40.27 40.32 40.17 40.45 39.98 39.94 39.84 40.28 39.81 39.72 40.35 39.25 39.32 39.14 39.43 39.12 39.35
551 372 24 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 40.00 39.83 39.47 39.76 39.64 40.08 46.54 39.23 84.58 40.14 40.14 40.35 40.10 40.07 39.87 40.26 40.07 40.38 39.84 46.27 39.11 38.98 39.37 39.20 38.81 39.27
580 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.03 85.80 85.44 86.38 86.21 87.99 86.31 86.44 87.69 87.02 87.81 87.68 85.98 86.31 86.56 88.53 86.94 87.12 85.90 87.41 85.11 83.91 84.28 84.00 84.80 85.54
581 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.06 86.13 84.78 86.50 86.91 87.46 85.19 87.55 87.38 86.95 88.52 85.90 87.34 86.08 86.51 87.91 85.95 87.26 87.55 88.72 85.52 84.87 84.18 85.07 84.37 84.77
582 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.39 87.15 86.36 85.94 86.58 87.36 87.08 88.10 87.58 86.08 87.02 86.28 86.47 85.41 85.69 87.74 87.66 87.08 87.97 87.09 87.12 84.33 86.76 83.54 84.17 84.59
583 372 24 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 85.32 85.20 85.60 86.65 85.69 87.16 84.98 86.70 86.55 86.43 85.82 86.95 85.30 85.04 86.59 87.39 86.08 86.57 86.87 88.68 84.94 85.58 85.77 83.31 85.72 84.60
612 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.54 86.49 84.61 85.93 84.41 87.69 86.78 84.05 87.07 87.56 86.29 88.14 85.50 84.15 85.38 88.43 86.67 85.59 86.67 86.40 88.25 82.70 85.08 83.60 85.52 84.73
613 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.07 86.85 83.97 86.66 84.58 88.03 87.06 87.45 87.52 86.09 87.58 86.06 85.07 86.00 84.83 86.12 86.14 86.57 87.07 86.83 84.44 85.66 85.68 84.05 84.47 86.23
614 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 85.54 86.57 85.02 85.86 83.72 85.14 85.25 87.26 87.76 83.78 87.26 87.08 87.33 86.37 87.15 88.00 86.84 88.88 87.96 87.09 84.51 84.78 84.60 84.56 86.51 82.98
615 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.41 87.32 82.11 82.01 86.33 87.36 87.80 86.51 86.12 84.18 87.53 84.09 87.75 86.70 87.45 86.13 86.46 87.87 88.07 86.80 85.13 83.97 85.03 84.03 83.52 85.54
644 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 85.84 85.24 85.05 86.93 87.47 86.40 87.71 86.02 86.97 86.35 85.82 86.42 86.62 88.13 85.19 89.02 85.42 87.65 86.72 86.20 82.99 85.16 85.97 84.12 86.81 84.83
645 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 86.30 84.18 85.78 85.82 86.47 87.29 87.95 86.40 87.54 85.17 87.33 86.31 84.30 84.76 85.10 86.90 86.12 86.55 87.54 86.47 86.58 85.64 86.40 85.79 86.45 84.98
646 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 84.26 85.38 86.24 85.94 86.48 85.84 86.70 86.45 86.02 85.38 87.45 88.56 85.16 85.93 85.24 86.10 86.43 88.65 86.95 86.16 81.95 83.43 86.40 83.76 83.88 83.66
647 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.07 86.71 84.35 87.00 84.44 87.78 87.28 85.94 86.84 85.86 87.84 85.41 87.25 87.05 87.13 85.82 85.93 86.02 85.40 85.34 86.67 85.08 84.91 84.73 84.68 84.95
676 372 24 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 85.36 86.94 85.05 84.77 85.31 85.48 86.17 84.54 74.11 87.53 86.78 87.15 85.21 73.72 85.37 86.43 86.33 86.17 86.84 86.91 83.81 83.67 84.50 84.54 83.93 85.91
677 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.36 85.61 86.33 86.38 85.74 87.32 84.84 86.18 73.84 87.26 85.86 74.91 86.80 87.35 87.03 86.80 86.09 87.54 87.15 88.56 84.99 83.33 84.84 84.36 86.31 85.58
678 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 85.00 86.96 86.34 85.81 85.59 87.29 87.01 87.54 88.12 85.45 87.86 86.58 86.48 85.99 86.75 85.85 84.64 85.99 75.12 88.28 87.29 85.23 84.16 83.24 85.95 85.52
679 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 82.87 86.78 85.55 84.72 86.87 86.94 86.00 86.46 87.53 85.89 75.37 87.09 87.47 86.97 85.00 86.02 84.17 87.24 75.24 86.26 86.86 85.05 85.58 85.95 85.65 84.04
708 372 24 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 83.18 84.59 85.62 85.51 85.84 85.52 87.25 86.57 87.44 73.26 87.11 86.40 85.93 84.64 84.92 86.61 85.22 87.25 75.20 87.77 84.44 85.04 85.87 84.62 85.06 83.72
709 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 83.85 74.09 86.25 85.88 85.28 88.21 74.48 74.42 88.26 86.29 87.00 75.08 87.28 86.00 86.54 74.18 85.82 87.82 87.52 86.37 84.29 83.88 82.94 85.70 84.36 84.67
710 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 85.18 86.68 85.95 85.71 77.17 85.41 86.17 86.04 86.32 86.20 86.86 73.26 87.54 86.07 86.03 87.77 85.88 85.64 87.06 87.73 85.76 83.06 84.60 84.37 84.71 84.76
711 372 24 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 84.63 85.10 85.81 86.04 85.58 87.17 85.53 86.86 85.95 87.11 74.55 73.96 76.13 85.60 85.48 88.03 85.46 86.64 75.74 75.18 82.80 83.39 54.50 84.17 84.84 85.48
740 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 85.08 85.15 85.28 86.56 85.34 86.44 85.62 85.77 87.16 87.09 88.78 75.24 86.22 85.92 84.96 86.19 86.25 86.38 85.74 75.58 84.91 84.50 54.45 85.17 54.13 83.73
741 372 24 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 84.73 85.82 85.13 85.41 86.46 85.67 86.27 87.05 86.17 52.72 87.83 86.22 86.82 82.92 54.43 87.04 86.26 85.33 86.65 86.87 83.38 83.83 84.03 53.27 83.65 86.04
742 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 84.41 74.24 85.64 85.24 84.99 87.11 85.75 85.73 84.84 74.03 74.91 74.83 74.49 87.05 85.32 85.26 84.70 73.21 74.11 84.89 83.62 84.15 86.65 52.42 82.95 73.69
743 372 24 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 83.97 85.60 86.12 84.42 86.49 86.59 85.93 85.16 85.46 74.37 87.20 86.57 86.64 73.09 85.13 85.96 84.42 85.20 85.55 75.07 84.12 82.99 84.34 83.64 83.25 84.70
772 372 24 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 39.11 45.64 39.69 39.48 38.76 39.38 39.38 39.44 39.41 38.84 39.84 38.89 40.22 38.97 46.08 39.16 38.88 45.53 39.80 39.77 39.04 38.07 38.73 43.14 45.70 39.68
773 372 24 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 39.99 39.21 39.40 39.65 44.80 39.77 47.15 39.24 38.40 39.28 39.23 39.29 39.40 38.84 39.50 39.43 39.08 46.27 39.99 39.76 42.99 38.81 38.00 38.18 38.87 38.92
774 372 24 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 40.21 39.85 38.92 39.30 39.59 46.55 46.48 39.20 39.56 38.93 39.91 39.81 44.72 46.39 39.07 38.78 38.74 45.59 39.87 40.04 38.40 38.49 38.96 39.13 45.72 39.05
775 372 24 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 40.09 39.17 39.40 39.18 39.26 46.64 39.85 39.49 38.68 38.92 46.73 39.65 45.04 38.78 38.95 39.25 39.38 39.23 39.71 39.76 38.68 38.13 39.52 38.59 38.20 39.17
804 372 24 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 39.87 45.25 39.30 39.57 39.25 39.81 39.33 39.02 38.56 46.52 46.70 47.07 44.53 46.05 39.41 38.51 38.80 47.46 39.50 40.09 43.37 38.16 37.70 39.23 37.74 39.33
805 372 24 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 40.45 39.96 39.49 39.76 39.47 39.97 46.19 45.90 39.47 45.90 39.67 38.64 38.65 38.84 44.24 39.82 39.28 45.26 39.90 39.33 38.16 39.15 39.38 38.79 38.45 43.55
806 372 24 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 46.62 40.01 39.04 39.50 38.58 40.33 39.85 46.80 45.58 39.02 39.38 39.52 38.93 38.95 39.52 39.27 39.13 39.38 40.07 44.91 42.90 38.18 38.58 38.78 38.58 38.93
807 372 24 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 39.58 39.89 45.22 39.30 45.48 43.94 47.18 39.18 39.22 39.16 39.51 45.74 46.37 46.71 39.97 39.53 43.78 44.05 39.35 39.48 38.59 38.56 38.51 39.10 38.94 38.04
836 372 24 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 39.54 39.88 39.57 39.76 44.70 44.69 38.79 39.16 39.11 40.53 39.27 39.71 39.33 45.42 46.80 39.23 38.98 39.21 39.66 39.52 38.90 39.19 39.09 39.24 39.19 43.33
837 372 24 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 39.15 39.19 45.18 39.66 39.62 41.42 38.92 38.75 38.88 45.14 39.60 39.27 39.56 38.93 46.14 39.09 39.14 45.87 45.19 42.87 39.21 37.50 41.97 39.08 38.92 39.28
838 372 24 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 39.10 44.70 39.18 39.88 39.81 39.77 45.92 47.08 39.56 38.84 39.72 39.83 39.53 38.89 40.10 39.15 39.11 36.20 40.00 46.42 39.27 38.79 38.83 39.29 39.36 39.11
839 372 24 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 40.35 40.03 40.08 39.47 39.25 39.84 40.11 45.88 46.92 39.21 39.65 39.50 38.93 39.11 39.29 39.62 42.58 39.54 39.68 44.92 39.17 40.67 38.90 39.25 38.71 38.97
868 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 86.76 86.41 85.95 87.06 85.66 88.34 86.05 87.65 85.97 85.97 88.09 86.70 87.35 87.04 85.94 85.85 85.60 86.29 85.97 86.30 86.75 84.60 87.38 84.10 87.32 84.05
869 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.21 86.72 85.83 86.77 88.01 87.92 87.54 87.59 86.66 85.82 87.57 86.13 86.74 85.05 85.48 87.86 88.09 86.36 86.01 87.38 86.50 84.35 85.84 83.29 85.18 86.65
870 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.88 86.10 86.52 83.97 85.12 87.72 85.81 87.26 87.75 87.16 87.01 88.08 87.91 87.00 86.34 88.73 86.27 86.64 86.79 86.08 84.12 87.02 87.00 84.30 86.48 83.96
871 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 84.63 87.07 87.36 84.97 83.64 87.72 85.62 86.24 87.94 86.25 86.51 88.18 84.31 87.85 84.07 87.01 86.41 85.44 87.61 88.24 85.13 86.55 87.31 84.06 85.07 83.63
900 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 84.70 86.77 86.48 86.33 86.59 86.84 85.69 88.55 86.85 87.01 86.67 85.72 88.26 86.94 85.24 87.02 85.57 86.00 86.05 85.31 85.16 86.29 86.41 87.36 84.42 85.46
901 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 84.72 86.29 87.03 85.25 87.65 87.63 83.60 86.53 86.44 87.10 85.97 87.40 87.87 88.14 87.17 85.44 88.02 85.69 86.25 87.15 85.68 84.25 85.84 85.01 82.92 84.61
902 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 85.47 86.07 86.05 87.49 84.33 86.57 82.96 85.84 85.99 87.01 85.83 85.48 87.23 86.67 85.14 86.59 85.87 85.62 84.58 85.92 84.28 84.62 86.40 86.30 85.70 84.61
903 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 85.65 85.41 87.00 84.89 86.32 85.99 87.34 85.55 86.71 86.87 86.86 87.53 87.65 85.49 85.75 86.64 86.88 88.21 87.03 86.85 86.80 83.84 83.94 85.26 86.32 86.12
932 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 84.90 84.94 86.76 85.81 83.58 84.69 87.04 86.55 87.86 86.91 86.50 87.53 88.89 86.53 86.10 88.73 87.18 86.67 86.44 88.08 82.09 83.78 85.85 84.85 83.53 84.79
933 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.49 85.63 88.00 86.68 84.15 88.28 87.27 84.84 87.14 86.08 87.32 88.49 85.69 86.87 85.13 87.95 87.56 87.75 83.77 87.80 87.01 84.01 86.36 85.67 84.97 83.98
934 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.68 86.56 87.13 85.32 83.74 86.76 85.20 87.19 87.64 86.64 87.88 86.11 88.50 85.84 85.36 87.34 86.32 85.94 86.89 87.78 83.72 80.87 85.98 86.24 84.13 85.88
935 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 85.74 85.44 80.74 85.87 87.93 88.05 87.97 85.95 86.96 87.31 87.97 89.60 86.94 84.42 86.93 84.60 85.62 87.15 86.95 86.00 83.21 86.27 78.74 85.94 83.89 85.36
964 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 84.31 85.47 86.33 86.72 84.26 87.97 85.49 85.90 86.17 87.00 87.84 87.59 87.13 85.73 86.71 86.92 86.38 87.30 87.49 87.54 84.46 84.56 86.94 83.28 84.74 85.81
965 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.55 85.94 85.54 85.07 86.41 86.69 88.58 85.66 86.76 86.64 86.82 76.30 87.38 86.07 86.12 86.52 85.94 86.58 88.13 88.10 86.23 84.42 85.59 86.62 84.71 85.15
966 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 85.91 86.10 85.70 86.21 87.48 85.83 85.56 86.06 85.84 86.54 74.85 87.78 87.82 86.67 86.85 74.99 88.11 74.91 85.86 75.26 85.76 85.33 85.85 84.58 85.66 85.10
967 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 85.97 85.49 86.05 85.88 85.24 85.79 86.63 86.82 86.42 85.34 86.00 87.43 86.98 86.26 86.83 87.42 86.71 86.49 88.21 87.58 84.38 84.27 86.05 83.28 84.81 84.25
996 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 84.88 88.36 86.34 85.85 85.12 87.37 85.13 85.01 86.51 73.31 86.83 87.25 88.02 85.21 85.17 87.98 84.88 87.91 74.87 87.17 83.88 83.08 81.39 86.02 83.79 85.36
997 372 24 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 84.26 84.25 72.11 85.55 86.98 85.62 86.29 86.69 84.68 86.55 73.17 86.61 86.13 87.01 85.69 73.26 87.35 73.92 87.07 86.72 83.89 83.49 86.58 83.87 84.59 85.59
998 372 24 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 84.35 86.24 84.89 87.67 86.18 85.33 88.36 87.29 73.24 86.49 74.84 86.45 74.64 85.71 86.23 85.96 86.36 88.27 87.34 87.11 85.44 83.49 84.73 85.00 83.29 85.06
999 372 24 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 84.43 86.75 86.15 86.82 85.70 87.30 86.85 85.73 86.77 86.17 86.43 86.28 85.80 73.12 73.17 83.09 85.07 85.06 85.77 86.95 82.53 83.61 86.25 83.96 84.74 83.25
1028 372 24 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 83.27 85.23 85.84 85.04 84.38 87.47 74.43 85.79 86.47 85.35 88.92 87.18 87.33 84.34 85.69 85.47 86.69 86.91 86.22 86.82 83.67 83.31 53.43 83.71 82.58 84.40
1029 372 24 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 85.88 84.82 83.28 86.00 85.30 75.38 86.38 84.10 86.59 74.22 87.35 87.39 86.28 85.27 86.83 86.14 86.52 87.31 74.52 86.08 84.93 84.15 83.66 85.27 85.02 83.42
1030 372 24 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 84.38 86.97 85.95 85.53 84.40 87.27 54.11 84.52 86.14 83.03 87.11 75.42 86.94 84.90 85.95 87.60 84.92 88.21 74.91 85.67 83.61 82.68 84.66 53.11 86.22 84.51
1031 372 24 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 84.70 85.09 85.00 85.12 86.10 84.75 86.08 85.25 85.47 86.62 86.72 74.46 87.99 85.19 85.32 85.75 85.44 87.24 74.71 87.72 83.06 55.81 54.24 83.55 83.93 84.56
1060 372 24 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 40.36 39.88 39.31 39.08 39.35 39.43 46.41 46.12 39.13 39.38 39.71 39.58 39.66 39.26 38.09 42.06 39.36 44.06 39.81 40.01 38.25 37.65 38.31 42.41 39.48 39.18
1061 372 24 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 39.93 40.10 39.91 45.95 39.51 39.69 39.75 39.57 46.13 38.94 39.85 40.16 40.08 39.64 39.39 39.40 39.60 38.74 39.87 39.62 37.11 38.17 39.49 37.92 38.74 39.26
1062 372 24 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 45.07 39.67 38.68 39.39 39.04 40.01 39.82 39.51 46.29 38.54 39.88 39.51 39.45 39.23 38.62 38.82 39.65 38.72 39.91 38.36 39.10 39.40 39.61 39.15 38.23 38.06
1063 372 24 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 44.99 39.28 39.71 39.58 39.37 39.90 39.93 39.22 39.13 44.49 39.33 44.82 47.60 38.73 38.79 39.56 39.20 47.60 45.47 39.93 39.24 38.29 39.31 42.87 36.94 39.02
1092 372 24 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 39.30 44.83 39.12 39.47 39.40 43.23 39.49 39.04 38.88 39.47 39.59 46.77 46.58 46.27 45.64 47.77 39.14 39.38 46.94 38.48 38.56 39.39 42.33 39.57 39.09 42.67
1093 372 24 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 40.34 39.34 39.10 39.94 39.41 39.61 83.91 46.13 38.75 38.64 39.69 44.98 39.60 46.25 39.34 46.44 38.75 46.88 46.84 39.60 38.46 38.75 39.45 39.51 38.94 38.62
1094 372 24 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 39.31 39.96 39.40 39.06 39.94 44.23 39.04 39.13 39.29 39.11 45.29 40.09 46.50 44.56 39.88 39.77 39.12 43.87 39.51 45.65 42.09 43.69 38.12 39.45 38.87 39.15
1095 372 24 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 40.00 45.25 39.32 39.61 39.56 39.97 46.11 46.25 39.04 38.51 40.08 39.43 43.80 41.62 39.34 46.30 38.82 46.70 38.83 39.33 42.40 38.43 39.25 38.87 38.90 43.94
1124 372 24 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 40.17 39.75 39.16 47.00 38.52 39.62 38.24 39.21 39.34 38.81 45.28 39.76 39.05 39.21 39.07 38.58 43.71 39.52 39.53 39.59 38.52 39.00 39.43 39.06 38.90 39.37
1125 372 24 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 39.65 39.37 39.65 39.68 39.34 39.80 45.36 38.90 46.02 39.46 46.22 39.80 39.37 39.09 39.13 47.34 39.07 42.12 46.77 39.35 38.90 38.37 38.19 39.30 38.66 39.30
1126 372 24 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 38.79 39.56 44.21 39.50 39.48 39.45 46.97 39.17 38.68 38.93 39.52 39.49 44.24 40.79 39.88 42.49 38.61 38.82 39.45 45.69 38.76 38.21 39.47 39.04 38.46 43.59
1127 372 24 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 39.22 39.56 39.66 39.14 39.14 40.09 46.68 39.17 39.28 39.31 39.65 38.95 39.65 38.78 39.00 44.26 42.71 39.01 39.56 39.56 38.93 38.84 38.67 38.67 42.94 39.35


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 24 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.06 83.88 87.43 86.68 86.36 87.00 86.25 87.09 87.77 83.35 86.86 87.13 87.91 81.07 86.66 86.65 88.68 89.53 85.06 86.94 19.58 86.30 85.89 85.86 84.26 86.46
5 372 24 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 88.82 87.63 86.47 87.66 87.36 84.49 85.65 89.14 88.99 86.96 87.79 86.75 87.56 89.44 86.57 88.54 19.58 86.63 87.18 86.74 88.57 85.58 87.43 86.80 86.25 82.55
6 372 24 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.64 87.08 86.81 88.42 86.99 88.04 88.03 87.06 88.63 88.88 87.88 88.12 87.58 87.36 86.90 87.42 84.95 89.38 89.57 89.44 87.87 86.27 89.32 86.36 85.86 87.04
7 372 24 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.03 86.45 87.08 90.10 85.52 85.19 86.69 87.89 19.58 87.20 88.38 87.46 88.47 87.95 88.62 87.28 90.64 87.86 88.14 87.27 89.28 86.68 89.27 87.83 88.04 87.16
36 372 24 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 88.04 81.25 87.31 86.67 87.63 87.35 84.81 83.81 89.84 86.99 85.99 86.93 88.22 87.78 84.67 87.05 87.21 85.85 87.23 87.99 76.76 84.57 74.93 86.98 86.37 86.31
37 372 24 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 86.29 87.77 88.65 85.74 88.79 86.15 89.55 87.43 90.82 89.33 88.50 86.26 88.07 87.45 89.34 87.19 88.31 88.32 89.46 88.74 86.36 87.56 90.35 86.79 88.03 89.19
38 372 24 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 86.26 83.02 89.04 88.03 87.19 87.47 89.19 84.16 88.08 88.44 87.93 87.86 88.05 90.08 87.52 88.44 89.25 87.74 88.50 87.74 87.70 86.17 91.15 85.61 85.62 87.49
39 372 24 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.83 86.84 86.58 85.82 89.39 84.60 84.39 89.16 87.70 89.34 86.80 85.91 88.39 88.36 87.16 85.40 85.07 88.23 89.31 87.70 89.13 85.11 87.03 88.06 86.31 85.81
68 372 24 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 82.36 89.34 67.36 84.45 64.88 84.15 63.00 82.17 87.67 86.34 87.12 85.88 89.53 85.22 84.14 86.85 88.41 88.03 88.30 88.25 84.66 86.18 87.77 85.94 86.78 86.21
69 372 24 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 88.41 86.98 86.58 87.39 85.86 88.13 88.43 84.80 88.15 87.39 87.71 85.48 90.02 87.77 87.98 84.20 90.65 90.70 85.99 91.11 86.03 87.70 86.95 64.89 83.92 85.88
70 372 24 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 81.28 66.33 87.99 87.62 81.88 83.71 82.22 85.69 86.48 90.14 86.61 88.06 90.68 84.18 86.50 88.11 86.56 86.76 88.59 86.27 68.14 81.09 87.43 83.25 86.06 85.35
71 372 24 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 88.97 67.33 88.02 90.72 85.97 85.85 88.33 89.37 90.40 87.96 88.01 88.44 86.99 88.85 87.00 88.88 78.74 88.46 89.14 89.18 86.77 88.43 86.85 87.49 85.88 87.19
100 372 24 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.92 88.67 86.15 87.53 87.80 69.57 85.24 87.62 86.95 87.02 85.06 86.58 86.21 86.94 88.47 89.47 87.93 87.22 88.97 88.68 86.95 87.75 87.66 60.54 85.43 86.85
101 372 24 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 19.58 87.65 89.02 87.95 87.28 87.53 88.12 87.89 89.67 89.53 87.29 89.49 87.05 86.93 85.97 88.19 88.08 88.68 88.48 87.19 87.81 88.36 87.07 88.19 88.00 87.69
102 372 24 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.70 88.35 89.05 88.87 87.84 87.57 87.91 87.73 87.05 88.42 87.24 86.88 89.79 87.91 58.91 90.09 87.52 85.07 90.39 88.73 82.26 89.02 87.00 58.99 85.93 86.69
103 372 24 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 85.04 88.44 86.45 87.36 86.63 86.14 88.74 87.35 89.70 88.75 89.53 88.04 89.23 89.86 88.04 89.08 88.46 89.53 91.50 89.38 88.45 87.67 87.06 65.51 88.27 86.77
132 372 24 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 86.99 87.84 87.53 83.71 88.18 86.24 87.23 85.48 85.84 89.83 88.10 87.32 85.50 85.61 87.06 88.81 88.56 86.54 87.66 69.56 86.61 61.01 84.43 89.74 81.88 87.69
133 372 24 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 88.98 84.75 86.81 83.70 88.66 86.10 88.04 87.33 85.29 89.50 88.80 69.38 89.59 88.47 87.13 89.17 88.29 86.67 88.71 89.05 88.01 88.00 89.04 89.31 86.35 88.24
134 372 24 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 87.48 85.73 87.69 85.17 86.55 85.77 88.21 87.97 88.47 89.08 88.25 86.35 87.27 86.97 86.82 89.97 86.27 87.05 90.81 71.00 87.37 86.90 88.82 86.69 88.24 86.51
135 372 24 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 87.19 88.09 89.33 84.54 87.17 87.80 89.46 88.09 89.79 90.08 87.16 69.64 91.21 89.12 87.35 86.19 87.39 87.54 88.40 89.48 89.09 88.41 87.22 88.03 84.66 89.54
164 372 24 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 83.56 84.23 89.07 85.51 88.43 86.23 86.40 85.46 70.55 88.95 87.97 87.44 82.95 86.80 87.74 90.60 88.08 88.68 89.25 69.98 88.81 87.00 88.38 87.00 88.36 86.43
165 372 24 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.98 87.98 89.08 86.94 86.66 86.77 89.77 86.84 88.79 88.61 87.30 89.30 88.57 89.65 87.39 87.77 88.14 87.42 88.69 87.38 90.20 89.43 89.65 89.79 89.78 87.51
166 372 24 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 87.85 90.30 87.93 86.70 90.94 87.67 88.25 89.73 86.30 86.58 89.27 87.64 88.98 90.23 88.88 86.98 88.07 70.68 87.86 90.13 85.73 85.13 60.21 88.31 86.56 87.95
167 372 24 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 87.50 87.70 89.76 88.27 88.11 88.71 71.01 89.64 90.87 87.85 89.78 85.59 89.57 70.73 84.98 88.59 89.69 88.93 86.77 86.02 86.24 86.58 87.48 88.77 87.85 88.32
196 372 24 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 39.50 39.96 39.80 40.16 39.33 40.45 41.79 39.69 40.02 39.85 40.16 40.44 40.07 39.95 39.74 39.85 39.73 39.73 40.03 40.05 39.95 39.41 40.17 39.76 39.67 39.61
197 372 24 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 39.41 39.53 39.41 39.72 39.64 40.12 40.51 40.09 39.61 39.79 40.23 40.06 40.20 39.88 40.00 39.99 39.97 39.66 40.36 39.81 39.66 39.96 39.33 39.91 39.61 39.81
198 372 24 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 40.30 39.84 39.61 39.85 39.83 40.13 40.65 39.64 39.77 39.58 40.32 40.46 40.04 39.62 39.81 39.85 39.75 84.34 40.09 40.05 39.82 39.77 39.99 39.80 39.70 39.46
199 372 24 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 39.96 40.44 39.65 39.71 39.21 40.19 86.46 39.92 39.70 39.97 40.15 40.22 85.95 39.90 39.97 40.42 39.92 39.88 40.10 40.21 39.65 39.55 40.32 39.66 39.49 39.15
228 372 24 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 40.13 39.82 39.56 39.65 39.71 40.23 41.83 39.80 40.23 40.31 40.68 40.40 40.17 39.87 40.04 40.13 40.13 39.85 40.16 40.25 39.18 39.41 40.16 39.73 39.83 39.59
229 372 24 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 40.28 40.03 40.00 40.31 40.04 40.16 40.41 40.01 40.22 40.23 40.66 39.83 39.99 40.03 43.84 40.30 39.95 39.87 40.07 42.06 39.90 41.48 39.92 39.82 39.52 39.82
230 372 24 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 39.51 42.87 40.25 39.97 39.66 39.92 39.80 40.08 40.55 39.65 40.40 41.58 40.35 40.20 43.59 39.99 39.84 80.92 39.92 39.98 39.33 39.58 39.93 39.86 39.72 39.88
231 372 24 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 39.61 39.83 39.75 39.82 40.14 40.19 40.16 40.17 40.36 40.00 40.35 40.59 19.58 39.91 39.57 39.64 40.01 40.24 41.94 40.19 39.31 39.84 39.97 39.66 40.22 39.90
260 372 24 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 40.06 39.69 39.74 40.07 39.94 39.80 40.21 40.50 39.62 40.00 40.68 40.62 40.41 39.43 40.11 40.29 40.21 39.98 40.05 40.37 40.06 39.60 40.18 39.89 39.66 39.70
261 372 24 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 40.02 39.93 39.66 39.85 40.01 40.47 40.29 40.27 40.32 39.79 40.36 40.06 40.22 39.50 39.85 39.87 39.79 39.84 40.12 40.09 41.88 39.84 40.02 39.91 39.73 39.67
262 372 24 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 40.07 40.02 43.71 39.95 39.91 40.33 40.41 40.49 40.16 39.76 40.22 40.70 41.83 39.88 40.18 39.76 40.12 82.59 41.69 40.14 39.77 39.67 40.23 39.62 40.19 39.81
263 372 24 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 40.17 40.00 39.64 39.80 42.42 40.19 40.28 40.09 40.23 40.09 40.02 40.44 40.45 40.51 40.13 40.33 39.74 40.08 39.95 40.13 40.10 39.57 40.02 39.83 39.77 39.81
292 372 24 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 84.42 87.36 85.30 88.34 87.77 85.63 86.89 87.50 87.15 88.44 86.32 86.98 87.52 86.81 86.37 86.39 19.58 85.71 89.40 86.26 19.58 85.64 85.37 62.99 86.81 86.36
293 372 24 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.70 86.43 87.04 86.74 89.29 84.79 88.29 87.05 88.97 89.73 85.83 86.09 89.18 88.20 85.00 87.51 86.74 88.58 90.56 87.58 88.42 86.54 88.87 87.26 85.92 85.68
294 372 24 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 88.76 87.32 88.47 88.05 87.96 85.13 87.81 88.26 86.09 90.10 87.93 87.15 87.20 87.97 86.32 89.80 87.91 87.72 89.99 87.29 87.28 89.33 87.29 87.99 86.54 86.29
295 372 24 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 88.23 81.88 87.64 85.67 89.87 86.54 88.04 88.12 88.43 88.86 88.42 87.06 89.46 84.80 86.67 87.55 89.34 89.66 90.43 87.13 87.44 87.23 89.62 88.74 85.76 85.65
324 372 24 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.86 67.65 87.16 85.31 87.87 85.27 88.21 86.08 86.04 88.86 85.58 87.04 88.09 87.63 70.59 88.34 79.73 88.12 88.89 86.46 84.58 62.66 82.13 81.13 63.89 76.08
325 372 24 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 88.16 86.74 89.62 87.20 89.80 87.80 88.57 87.73 87.95 89.78 87.06 88.25 89.14 90.09 87.39 90.69 86.77 89.69 88.88 88.04 85.58 86.91 88.32 88.32 85.73 83.44
326 372 24 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 88.29 86.79 88.81 86.74 87.54 87.03 87.63 88.06 89.17 86.71 85.95 87.26 89.23 90.31 87.31 87.74 88.53 86.66 87.90 87.23 86.87 87.32 88.91 88.38 65.08 64.58
327 372 24 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 85.65 83.83 88.02 80.19 87.05 86.35 86.98 86.72 88.54 90.75 90.49 87.77 87.74 88.93 87.66 87.05 89.65 86.26 88.12 88.44 83.46 89.12 86.93 79.62 85.96 86.97
356 372 24 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 87.76 65.26 85.05 81.21 86.96 85.23 89.23 89.40 79.73 19.58 87.09 87.33 88.21 89.33 87.89 85.26 87.02 87.30 87.32 87.22 63.41 86.58 87.11 79.25 88.27 84.61
357 372 24 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 68.38 87.51 87.62 63.47 89.50 87.78 90.27 88.36 83.79 83.45 86.77 85.30 86.93 85.11 86.52 82.31 90.20 84.33 86.43 86.07 63.59 65.71 88.91 87.26 86.76 87.43
358 372 24 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 86.59 88.75 83.63 87.36 89.42 86.45 84.59 85.73 87.89 87.71 87.34 87.74 87.35 80.01 88.97 89.06 86.26 88.91 88.51 89.65 87.89 65.63 85.82 66.84 66.35 84.83
359 372 24 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 88.13 84.01 85.10 86.34 89.26 86.33 87.97 89.76 83.60 87.57 87.71 87.51 88.93 89.17 87.95 83.85 88.76 89.66 88.24 89.17 85.11 84.45 67.86 65.63 68.71 87.23
388 372 24 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 87.87 83.35 89.64 88.16 87.09 86.55 88.24 87.82 89.54 89.23 89.66 69.16 90.57 88.82 88.34 89.20 88.20 88.13 88.29 89.96 87.32 87.27 88.60 86.46 88.11 88.01
389 372 24 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 87.35 87.23 88.04 86.68 86.50 86.06 88.42 89.23 90.69 89.05 88.58 88.25 89.13 90.14 88.06 87.63 88.23 89.50 89.40 88.43 87.31 87.83 87.01 88.25 76.92 89.14
390 372 24 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 88.53 87.10 84.67 83.25 86.90 87.11 87.60 87.71 88.88 89.77 88.46 87.01 88.45 88.23 81.64 89.52 87.12 72.12 89.26 89.41 87.28 87.07 88.92 60.45 86.42 60.79
391 372 24 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 89.72 88.98 89.79 88.27 89.90 88.49 87.89 89.16 89.35 89.37 89.71 70.67 89.19 88.58 85.02 88.49 88.29 87.78 70.40 87.75 87.90 83.56 60.01 88.04 89.39 88.48
420 372 24 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 88.00 87.21 86.07 83.61 87.43 86.16 88.87 88.11 88.02 90.69 87.04 88.49 89.84 87.99 86.34 89.08 90.37 89.34 88.54 70.05 86.89 59.09 89.32 86.22 85.44 87.13
421 372 24 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 85.09 89.59 87.88 88.46 86.96 87.71 86.13 89.05 88.53 71.04 87.71 88.31 89.51 88.88 70.48 87.20 87.57 87.94 89.42 70.91 86.60 88.59 86.27 90.19 85.61 86.87
422 372 24 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 69.64 88.16 89.95 87.46 84.17 87.14 87.47 88.53 89.69 89.22 88.03 88.19 89.98 89.09 87.99 88.67 85.79 69.15 90.06 88.48 87.89 88.96 89.80 86.34 87.27 88.11
423 372 24 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 88.11 86.66 88.34 85.33 88.62 86.17 88.24 87.64 88.81 86.68 88.51 89.29 89.39 85.47 87.86 89.12 87.19 85.54 88.66 70.22 86.87 86.80 89.75 88.83 87.98 88.08
452 372 24 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.48 84.50 87.45 87.67 82.64 87.83 90.33 68.38 70.31 90.49 87.00 88.15 87.25 83.96 81.69 90.56 88.59 88.05 89.98 87.38 88.56 86.37 88.82 88.56 87.64 87.74
453 372 24 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 89.45 85.22 89.04 85.18 87.39 88.01 88.53 88.92 86.07 90.38 91.15 86.46 89.85 89.62 86.96 87.86 87.93 89.50 89.84 88.87 88.13 88.07 88.94 89.01 88.30 87.29
454 372 24 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.39 85.34 87.76 85.48 88.28 85.81 89.19 91.00 88.64 87.93 86.09 87.40 88.19 87.12 85.19 88.18 70.55 84.08 88.56 88.79 87.41 85.31 87.13 87.10 88.55 88.87
455 372 24 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.08 86.94 89.08 86.19 87.38 88.18 84.79 88.74 89.30 88.64 70.08 70.31 90.44 87.81 87.07 89.14 88.26 88.44 88.98 88.78 87.93 87.42 87.53 86.72 87.87 88.65
484 372 24 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 39.78 40.06 38.62 39.68 39.46 41.66 40.00 39.73 39.77 39.99 40.04 40.00 40.19 39.92 40.05 83.93 39.93 39.84 40.05 39.76 39.50 39.51 39.72 39.49 39.73 39.89
485 372 24 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 39.72 39.53 39.61 39.74 39.69 39.79 39.82 39.75 40.11 40.05 40.50 40.19 39.56 40.08 39.98 39.76 39.69 39.91 41.80 40.21 39.92 39.21 40.42 39.80 39.82 39.90
486 372 24 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 39.52 39.73 39.92 39.86 39.43 40.39 40.20 39.86 40.45 39.77 40.62 40.16 40.18 39.45 39.83 43.22 39.68 40.18 40.25 40.28 40.25 39.37 40.06 39.82 39.67 39.65
487 372 24 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 40.06 39.77 40.05 40.12 40.05 40.07 40.05 39.93 39.84 39.91 40.03 40.15 40.00 40.32 39.83 40.00 39.95 39.74 40.11 40.05 39.75 39.51 40.10 40.12 39.49 40.18
516 372 24 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 40.08 39.63 39.84 39.94 39.68 40.02 40.13 39.44 40.16 39.65 40.33 40.27 40.37 40.09 40.14 43.13 40.01 39.57 39.96 40.19 39.41 39.93 40.04 39.82 39.86 39.67
517 372 24 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 39.97 39.98 39.44 39.53 39.96 39.75 40.15 39.83 39.39 39.86 40.53 40.28 40.08 39.79 39.99 40.28 39.74 41.48 40.12 40.13 39.72 39.63 40.43 39.83 39.90 39.76
518 372 24 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 39.94 40.29 39.62 40.26 39.70 40.44 40.24 39.88 40.06 41.96 39.92 39.98 40.54 40.25 39.79 41.97 39.83 40.01 40.19 40.39 39.78 39.55 40.07 39.85 39.66 39.88
519 372 24 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 40.29 39.73 39.71 39.87 39.87 39.95 40.26 40.23 40.36 40.14 40.56 39.86 40.02 42.63 39.62 39.83 39.54 40.05 40.27 40.00 40.33 39.56 39.68 39.99 39.98 39.60
548 372 24 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 40.15 40.24 39.36 39.88 39.95 40.31 40.08 40.14 40.04 39.85 40.04 40.28 40.09 40.01 39.88 40.28 39.79 39.20 40.23 40.28 39.97 39.75 39.92 39.64 39.29 39.69
549 372 24 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 39.85 39.79 39.85 39.73 39.54 40.47 40.08 39.99 40.08 39.83 40.65 39.96 40.30 40.09 39.76 40.43 39.58 40.09 40.37 40.01 40.15 39.64 40.04 39.76 39.78 39.85
550 372 24 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 40.08 39.82 40.05 39.98 39.60 40.32 40.15 40.09 39.97 40.12 40.57 40.26 40.16 40.33 40.10 40.07 39.94 39.91 39.91 40.24 39.62 39.84 39.84 40.06 39.70 39.95
551 372 24 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 40.22 39.82 39.77 39.94 39.75 40.40 42.48 39.77 87.31 39.97 40.26 40.71 40.55 40.14 40.13 40.34 40.01 40.38 39.93 42.35 39.77 39.65 40.31 39.84 39.69 39.73
580 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.84 88.44 88.44 88.70 89.55 85.55 87.27 87.13 87.81 89.11 87.99 87.46 86.91 89.85 86.69 90.62 87.87 87.66 87.39 88.55 88.25 87.17 89.15 86.67 85.79 87.33
581 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.56 87.87 87.57 87.59 88.35 85.58 87.06 87.61 89.95 88.86 87.49 85.85 88.19 87.61 85.70 87.86 89.24 89.04 87.45 88.26 88.11 86.57 87.83 87.48 86.81 86.25
582 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.35 88.57 88.30 87.87 87.85 85.45 89.07 89.77 88.33 88.49 88.48 86.54 87.65 87.39 84.78 89.26 89.92 87.64 89.41 87.55 87.40 88.26 89.66 85.13 85.64 86.59
583 372 24 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.72 86.13 86.88 87.97 88.69 86.86 86.44 88.57 88.19 88.28 84.50 85.05 85.26 87.78 87.71 89.32 89.10 89.06 88.75 86.74 87.54 86.69 89.08 86.39 85.73 85.38
612 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.45 88.47 89.67 85.16 87.60 88.34 88.80 87.91 89.24 88.72 87.75 88.00 88.96 89.08 88.73 89.86 90.45 88.82 89.08 89.53 91.10 87.35 88.52 88.31 89.43 87.24
613 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.88 87.16 88.50 88.26 87.37 86.33 90.09 88.03 89.78 89.65 89.08 87.53 87.80 89.96 88.54 88.71 88.24 88.60 89.12 89.27 89.03 87.09 89.06 86.25 87.92 88.33
614 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.22 89.32 88.77 88.21 86.71 86.17 86.19 88.53 89.21 88.18 88.62 87.71 90.12 89.00 88.46 88.58 88.20 89.72 91.13 89.21 88.28 86.75 90.09 88.42 87.47 86.36
615 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.88 90.23 85.05 84.86 88.18 89.22 89.06 87.94 88.26 85.93 90.15 86.81 89.78 89.52 89.03 88.59 90.14 89.57 88.69 86.48 86.80 85.66 89.88 86.37 84.33 88.51
644 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.32 88.33 91.02 87.41 88.73 89.29 89.28 87.60 89.74 88.69 88.62 87.26 90.45 88.59 87.80 90.44 87.23 88.27 88.66 88.70 86.23 88.82 90.16 87.89 89.36 87.02
645 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.79 87.60 90.42 88.61 87.70 85.82 90.56 86.45 90.56 86.40 89.21 89.02 88.39 88.63 88.21 88.68 88.87 89.13 90.42 86.95 87.79 87.82 90.05 89.32 88.48 85.78
646 372 24 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 87.55 88.79 89.47 88.91 89.40 87.07 89.44 89.26 89.26 89.38 91.23 89.07 86.67 89.58 88.20 89.30 90.65 89.26 88.92 88.83 87.70 86.53 88.64 86.78 87.05 86.69
647 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.10 89.39 86.97 89.26 89.17 85.66 87.70 89.43 90.52 88.35 90.74 87.44 89.54 90.66 87.55 89.22 89.77 88.52 87.92 87.92 90.13 88.32 90.24 88.73 89.77 87.78
676 372 24 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.73 89.48 86.38 87.56 88.88 87.64 88.66 87.39 70.72 87.65 88.59 87.62 87.75 70.32 86.85 89.04 90.61 87.45 89.69 85.09 86.90 84.77 87.68 86.30 86.15 87.74
677 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.18 88.80 88.93 89.32 88.00 87.59 85.74 86.90 70.90 89.49 88.36 70.63 90.22 89.66 88.65 88.60 89.21 90.69 88.56 88.66 86.63 86.19 88.55 87.55 87.52 86.58
678 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.32 88.64 89.09 88.97 87.35 86.15 91.17 87.24 88.95 88.25 88.25 87.65 88.59 87.86 86.86 88.23 87.95 88.00 68.47 87.61 90.01 86.53 87.46 86.52 88.20 87.98
679 372 24 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 84.93 86.65 88.41 87.24 87.87 86.17 89.24 87.57 88.56 87.91 70.52 87.63 88.96 88.27 89.05 87.94 86.71 89.86 70.49 86.77 87.14 87.16 88.16 87.29 87.68 87.48
708 372 24 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.20 88.70 90.44 87.86 87.79 87.03 89.63 87.32 88.45 69.65 87.94 86.42 88.15 87.30 87.46 87.92 87.41 89.67 69.67 87.93 87.95 88.47 87.49 87.91 88.38 87.40
709 372 24 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.33 71.01 90.73 87.65 88.67 87.46 70.67 70.32 89.68 89.76 88.85 69.71 90.54 88.57 88.64 69.99 89.55 89.35 89.24 88.70 89.30 87.54 89.28 87.99 86.65 86.04
710 372 24 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.39 88.58 89.27 87.55 76.76 87.16 90.30 87.83 88.77 88.65 89.92 68.75 89.44 90.45 86.56 90.42 89.82 89.52 89.62 88.00 88.29 86.12 89.59 87.05 88.51 85.65
711 372 24 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.71 86.80 89.06 87.35 89.97 88.19 88.54 89.08 90.37 89.51 70.97 69.23 70.35 88.43 86.40 90.35 88.27 89.28 69.77 70.44 87.81 87.73 60.26 87.16 88.36 88.04
740 372 24 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 88.69 87.56 89.14 88.74 88.47 87.62 89.56 88.26 90.67 90.96 88.97 69.71 90.34 85.42 87.40 89.62 88.67 85.35 88.18 69.62 88.40 88.39 59.51 89.13 59.31 87.84
741 372 24 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.10 88.99 89.63 87.59 90.10 88.40 90.32 88.66 89.00 57.73 89.00 88.10 89.76 86.09 58.57 89.80 89.14 88.01 88.49 87.71 87.22 88.11 88.94 58.97 87.20 87.66
742 372 24 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.11 70.67 90.61 87.91 88.03 87.85 88.37 88.32 89.68 70.55 70.10 69.46 69.73 89.18 86.72 88.63 88.81 70.22 68.95 87.71 88.51 88.06 89.30 57.87 85.79 69.26
743 372 24 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.39 90.07 89.07 88.73 90.54 88.72 89.46 89.55 88.91 70.79 88.21 88.35 89.58 71.24 87.99 88.74 88.08 88.12 90.28 69.24 89.84 86.50 89.30 87.85 86.87 86.81
772 372 24 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 39.38 41.41 39.54 39.50 38.43 39.65 39.27 39.51 39.61 38.83 39.84 39.28 40.05 39.13 40.56 39.58 39.14 41.40 39.89 39.88 35.94 39.04 39.29 38.30 40.47 40.02
773 372 24 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 39.78 39.13 39.52 39.57 41.43 39.26 42.66 39.44 38.69 39.12 38.46 39.72 40.01 39.07 39.88 39.60 39.40 41.45 39.61 39.73 38.79 39.57 38.48 38.46 39.49 39.36
774 372 24 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 39.90 39.60 39.10 39.27 39.44 41.14 42.84 39.44 39.45 39.15 39.82 39.77 39.30 41.89 39.47 39.04 38.80 40.40 40.09 39.61 39.03 38.95 39.24 39.75 40.64 39.35
775 372 24 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 39.41 39.17 39.16 39.21 39.58 42.03 40.18 39.88 38.51 38.82 42.62 39.85 40.23 38.94 39.01 39.87 39.67 39.43 39.86 40.00 39.43 38.66 39.88 39.00 38.74 39.62
804 372 24 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 39.74 41.49 39.47 39.50 38.91 39.72 39.27 39.04 39.45 41.33 42.12 44.06 40.49 41.39 39.54 38.55 39.04 41.62 39.52 39.69 39.21 38.92 38.05 39.73 37.95 39.83
805 372 24 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 40.06 39.81 39.49 39.61 39.34 39.58 41.71 42.11 39.70 40.30 39.58 39.37 39.36 39.39 40.38 39.78 39.38 40.67 39.86 39.40 39.08 39.78 39.98 39.35 38.79 38.59
806 372 24 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 42.01 39.94 38.91 39.32 38.38 40.15 39.82 41.04 42.00 39.24 39.98 39.60 39.53 39.60 39.75 39.58 39.34 39.45 40.09 40.83 37.66 38.98 38.92 39.50 39.09 39.57
807 372 24 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 39.66 39.72 42.20 39.42 41.61 40.67 42.08 39.40 39.07 39.36 39.96 41.94 40.99 41.99 40.05 39.96 39.23 40.04 39.85 39.84 39.25 39.15 34.23 39.82 39.59 38.49
836 372 24 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 39.53 39.73 39.45 39.76 40.96 41.27 38.42 39.01 39.21 37.17 39.71 39.68 39.37 41.76 42.08 39.91 39.41 39.05 39.77 40.02 39.21 39.41 39.88 39.59 39.70 38.35
837 372 24 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 38.99 39.03 40.73 39.45 39.29 39.94 38.26 38.89 39.49 40.98 39.37 39.69 39.94 38.93 41.63 39.05 39.28 40.44 41.44 39.74 39.61 38.31 37.94 39.23 39.26 39.74
838 372 24 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 38.55 40.64 39.36 39.62 39.53 39.54 41.56 42.68 40.00 39.00 40.18 40.09 40.02 39.18 40.06 39.64 39.23 33.76 40.03 41.13 39.89 39.16 39.38 39.96 39.65 39.35
839 372 24 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 39.85 39.96 39.81 39.61 39.12 40.05 39.76 42.29 41.17 39.20 38.85 39.94 39.65 39.72 39.37 39.71 38.00 39.34 40.09 40.96 39.77 36.24 39.78 39.99 39.47 39.18
868 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.29 87.04 89.49 87.06 88.23 86.95 87.14 87.73 86.62 88.00 89.76 86.13 87.96 87.63 88.20 88.67 89.58 89.11 86.20 86.62 90.42 85.12 89.12 86.86 87.78 86.40
869 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.45 87.23 88.29 88.90 89.97 88.22 88.52 87.59 84.91 86.35 89.62 87.46 89.52 87.98 86.96 88.07 90.61 87.36 88.18 88.81 88.59 85.51 87.66 87.20 86.67 86.35
870 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.08 88.21 89.14 86.25 88.36 88.18 88.67 87.47 87.62 88.07 87.37 86.04 89.19 86.56 88.14 88.77 87.94 89.75 87.51 88.45 89.45 90.16 88.61 85.48 89.19 85.82
871 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.15 89.03 89.09 86.20 87.81 82.49 89.07 88.22 87.89 88.09 89.20 87.01 85.14 88.17 87.31 89.15 87.06 87.68 88.41 86.71 87.38 87.47 89.91 86.75 86.57 84.38
900 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.19 87.57 88.50 87.21 87.88 88.57 89.09 88.77 89.06 90.10 87.55 85.37 87.01 90.75 85.36 88.32 88.45 90.15 86.94 86.42 88.42 88.28 91.37 90.92 86.92 87.97
901 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.61 86.66 87.58 88.24 88.66 89.07 88.22 87.89 89.09 88.23 86.48 87.59 88.73 89.87 87.92 88.51 89.95 89.50 87.87 84.81 89.35 88.42 88.49 87.11 86.54 87.12
902 372 24 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.06 88.61 88.32 88.47 88.97 88.47 86.04 89.62 88.38 89.44 89.13 86.47 88.63 89.18 85.83 88.34 89.66 89.36 87.24 87.26 88.46 87.21 90.33 86.76 88.05 86.74
903 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.46 87.99 88.33 89.05 91.02 87.17 90.14 87.75 88.57 90.21 87.88 88.12 89.27 89.76 88.03 89.25 89.93 86.62 91.90 88.53 90.20 87.86 88.04 87.20 89.15 86.94
932 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.18 89.25 89.82 88.78 90.54 87.19 89.51 88.51 89.99 88.03 88.92 88.23 90.05 89.42 87.80 89.93 89.34 89.00 87.48 90.11 87.42 88.29 91.63 87.27 87.55 86.48
933 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.08 87.65 89.40 89.47 87.88 89.53 88.23 90.31 89.83 90.20 88.30 88.05 88.31 89.48 89.18 90.72 90.51 84.55 84.97 84.52 89.51 86.34 89.56 88.58 87.20 86.78
934 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.89 89.37 90.83 88.19 86.80 89.65 89.67 89.71 89.15 89.65 89.62 87.73 90.04 88.51 88.38 90.04 89.50 88.64 90.64 89.85 88.38 86.05 90.59 85.30 87.21 89.36
935 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.29 89.00 84.39 87.25 90.48 88.97 89.67 88.21 89.93 89.80 89.42 89.51 87.69 86.98 88.08 88.37 87.90 88.72 90.27 88.88 87.69 87.85 85.45 88.42 87.91 87.44
964 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.55 88.92 87.61 87.48 85.86 87.61 89.25 88.87 88.52 87.87 88.58 87.65 87.63 88.39 87.81 88.74 88.43 89.16 88.65 87.68 86.97 86.85 88.14 85.49 87.96 87.02
965 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.03 88.26 89.11 85.81 90.25 84.59 90.08 89.35 89.70 89.18 88.30 69.37 88.88 89.52 86.81 88.78 88.05 89.61 90.10 87.46 89.60 86.01 89.04 87.29 87.57 87.27
966 372 24 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 89.28 87.66 87.87 87.63 88.11 86.94 88.22 89.71 87.61 87.28 70.20 85.20 89.93 88.58 88.68 70.72 88.92 69.03 87.90 69.33 87.70 86.31 87.87 88.29 86.82 86.41
967 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.03 89.31 89.86 87.22 88.66 84.40 88.36 86.72 87.97 86.46 88.05 87.82 86.87 89.19 87.19 87.23 88.36 88.11 90.01 87.83 85.67 86.04 89.58 86.27 85.48 86.27
996 372 24 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.44 90.08 89.69 87.53 88.66 88.37 87.48 86.90 91.70 67.92 88.25 87.89 89.33 88.17 88.04 89.92 88.21 90.93 68.69 88.23 87.18 87.18 83.99 88.76 87.59 87.00
997 372 24 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 89.16 88.09 70.65 85.70 87.45 87.48 87.34 89.83 87.95 88.66 68.86 87.25 89.15 88.46 87.65 69.56 89.43 69.88 86.66 88.18 87.47 85.64 89.06 87.18 89.46 88.97
998 372 24 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.63 87.46 88.54 85.86 88.74 86.31 87.90 88.88 70.21 89.30 69.70 86.09 70.71 88.74 89.87 89.88 88.43 90.22 88.91 89.34 88.10 88.58 88.10 88.19 87.69 87.99
999 372 24 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 88.02 89.09 89.32 87.18 87.63 86.25 88.44 87.36 87.22 87.67 89.81 87.38 88.05 69.50 70.59 86.36 88.58 88.25 88.94 88.50 88.06 86.50 90.76 85.64 87.73 86.25
1028 372 24 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.95 88.18 90.26 87.64 86.86 87.87 69.90 88.46 88.91 88.44 88.83 87.26 87.28 87.51 88.93 90.12 90.53 88.91 88.03 85.95 89.37 86.71 60.35 86.78 87.67 86.59
1029 372 24 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.52 86.96 89.34 88.24 89.16 68.79 89.61 89.31 87.78 70.04 89.92 87.23 88.73 87.87 85.81 87.96 89.76 87.78 69.20 86.68 89.75 86.88 88.50 88.86 87.30 87.46
1030 372 24 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.09 89.73 87.86 87.92 88.57 88.28 59.74 88.23 88.83 87.00 87.21 68.96 89.15 88.26 89.66 90.36 88.75 90.16 69.16 88.20 87.30 86.33 88.17 59.47 89.68 87.30
1031 372 24 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 88.74 88.20 88.25 87.16 89.51 87.08 89.67 88.73 88.87 88.49 87.66 69.57 89.11 89.04 87.20 89.59 87.52 88.45 69.13 86.15 87.34 61.31 60.76 88.49 87.96 87.51
1060 372 24 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 39.69 39.48 39.32 39.01 39.30 39.61 41.17 41.22 39.33 39.20 39.40 39.88 39.67 39.23 38.31 37.60 39.49 40.69 40.00 39.54 39.25 38.18 38.95 38.61 39.82 39.56
1061 372 24 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 40.03 39.98 39.66 40.03 39.47 39.62 39.94 39.63 40.05 38.76 40.18 40.10 40.26 39.84 39.26 39.10 39.48 38.80 40.12 39.78 36.88 39.07 39.87 38.14 39.58 39.75
1062 372 24 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 41.50 39.51 38.66 39.59 38.93 39.57 39.56 39.43 40.91 38.55 40.10 39.73 39.62 39.45 38.51 38.89 39.56 38.66 39.66 37.73 39.40 39.85 39.88 39.49 39.12 38.35
1063 372 24 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 41.24 39.66 39.89 39.35 39.29 39.93 39.92 39.27 39.33 40.37 39.84 41.22 41.94 39.01 38.82 39.72 39.38 42.01 42.69 39.81 39.68 38.79 39.53 39.89 37.31 39.54
1092 372 24 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 38.55 41.12 39.30 39.55 39.21 39.43 39.78 38.92 39.22 39.32 39.84 41.80 40.98 41.26 41.59 40.96 39.47 39.39 41.24 38.33 35.19 39.58 39.30 39.97 39.66 37.67
1093 372 24 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 39.81 39.51 39.03 39.84 39.19 39.23 86.13 40.96 39.10 38.59 39.94 40.76 40.34 41.73 39.32 42.42 39.02 40.68 42.25 39.65 39.23 39.44 39.81 39.82 39.35 39.22
1094 372 24 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 39.31 39.85 39.61 38.99 39.87 39.95 39.51 39.28 39.41 39.43 41.06 39.93 42.11 40.08 39.89 40.10 39.29 40.09 39.07 41.42 38.67 38.20 38.60 40.02 39.58 39.55
1095 372 24 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 39.66 41.56 39.77 39.51 39.40 39.86 41.09 41.29 39.19 38.60 39.90 39.70 39.00 38.41 39.15 40.83 39.08 41.50 38.89 38.97 37.83 39.03 39.85 39.40 39.35 38.66
1124 372 24 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 39.68 39.62 39.22 41.68 38.06 39.55 38.30 39.33 39.49 38.58 41.43 39.89 39.68 39.40 39.13 38.21 40.70 39.18 39.43 39.98 39.14 39.60 39.85 39.50 39.70 39.61
1125 372 24 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 39.46 39.46 39.71 39.67 39.09 39.80 40.39 39.44 42.61 39.35 41.44 39.91 39.55 39.75 39.24 41.59 39.41 38.68 42.57 39.94 39.44 39.06 38.97 39.89 39.12 39.79
1126 372 24 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 38.71 39.70 40.68 39.77 39.28 39.50 41.41 39.14 39.08 39.17 39.66 39.94 39.58 37.01 39.75 38.84 38.62 38.42 39.00 41.63 39.47 38.63 40.05 39.61 39.15 38.97
1127 372 24 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 39.20 39.71 39.80 39.26 38.64 40.25 41.85 39.45 39.37 39.22 40.04 38.94 40.01 39.10 39.09 40.13 39.05 39.25 39.69 39.83 39.73 39.62 39.45 39.08 37.72 39.79


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
870 86.88 86.10 86.52 83.97 85.12 87.72 85.81 87.26 87.75 87.16 87.01 88.08 87.91 87.00 86.34 88.73 86.27 86.64 86.79 86.08 84.12 87.02 87.00 84.30 86.48 83.96 86.462308
869 86.21 86.72 85.83 86.77 88.01 87.92 87.54 87.59 86.66 85.82 87.57 86.13 86.74 85.05 85.48 87.86 88.09 86.36 86.01 87.38 86.50 84.35 85.84 83.29 85.18 86.65 86.444231
582 86.39 87.15 86.36 85.94 86.58 87.36 87.08 88.10 87.58 86.08 87.02 86.28 86.47 85.41 85.69 87.74 87.66 87.08 87.97 87.09 87.12 84.33 86.76 83.54 84.17 84.59 86.443846
581 87.06 86.13 84.78 86.50 86.91 87.46 85.19 87.55 87.38 86.95 88.52 85.90 87.34 86.08 86.51 87.91 85.95 87.26 87.55 88.72 85.52 84.87 84.18 85.07 84.37 84.77 86.401154
868 86.76 86.41 85.95 87.06 85.66 88.34 86.05 87.65 85.97 85.97 88.09 86.70 87.35 87.04 85.94 85.85 85.60 86.29 85.97 86.30 86.75 84.60 87.38 84.10 87.32 84.05 86.351923
933 86.49 85.63 88.00 86.68 84.15 88.28 87.27 84.84 87.14 86.08 87.32 88.49 85.69 86.87 85.13 87.95 87.56 87.75 83.77 87.80 87.01 84.01 86.36 85.67 84.97 83.98 86.341923
900 84.70 86.77 86.48 86.33 86.59 86.84 85.69 88.55 86.85 87.01 86.67 85.72 88.26 86.94 85.24 87.02 85.57 86.00 86.05 85.31 85.16 86.29 86.41 87.36 84.42 85.46 86.295769
580 86.03 85.80 85.44 86.38 86.21 87.99 86.31 86.44 87.69 87.02 87.81 87.68 85.98 86.31 86.56 88.53 86.94 87.12 85.90 87.41 85.11 83.91 84.28 84.00 84.80 85.54 86.276538
903 85.65 85.41 87.00 84.89 86.32 85.99 87.34 85.55 86.71 86.87 86.86 87.53 87.65 85.49 85.75 86.64 86.88 88.21 87.03 86.85 86.80 83.84 83.94 85.26 86.32 86.12 86.265385
644 85.84 85.24 85.05 86.93 87.47 86.40 87.71 86.02 86.97 86.35 85.82 86.42 86.62 88.13 85.19 89.02 85.42 87.65 86.72 86.20 82.99 85.16 85.97 84.12 86.81 84.83 86.194231

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
868 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 86.76 86.41 85.95 87.06 85.66 88.34 86.05 87.65 85.97 85.97 88.09 86.70 87.35 87.04 85.94 85.85 85.60 86.29 85.97 86.30 86.75 84.60 87.38 84.10 87.32 84.05
869 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.21 86.72 85.83 86.77 88.01 87.92 87.54 87.59 86.66 85.82 87.57 86.13 86.74 85.05 85.48 87.86 88.09 86.36 86.01 87.38 86.50 84.35 85.84 83.29 85.18 86.65
870 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.88 86.10 86.52 83.97 85.12 87.72 85.81 87.26 87.75 87.16 87.01 88.08 87.91 87.00 86.34 88.73 86.27 86.64 86.79 86.08 84.12 87.02 87.00 84.30 86.48 83.96
871 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 84.63 87.07 87.36 84.97 83.64 87.72 85.62 86.24 87.94 86.25 86.51 88.18 84.31 87.85 84.07 87.01 86.41 85.44 87.61 88.24 85.13 86.55 87.31 84.06 85.07 83.63
964 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 84.31 85.47 86.33 86.72 84.26 87.97 85.49 85.90 86.17 87.00 87.84 87.59 87.13 85.73 86.71 86.92 86.38 87.30 87.49 87.54 84.46 84.56 86.94 83.28 84.74 85.81
965 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 86.55 85.94 85.54 85.07 86.41 86.69 88.58 85.66 86.76 86.64 86.82 76.30 87.38 86.07 86.12 86.52 85.94 86.58 88.13 88.10 86.23 84.42 85.59 86.62 84.71 85.15
967 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 85.97 85.49 86.05 85.88 85.24 85.79 86.63 86.82 86.42 85.34 86.00 87.43 86.98 86.26 86.83 87.42 86.71 86.49 88.21 87.58 84.38 84.27 86.05 83.28 84.81 84.25
580 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.03 85.80 85.44 86.38 86.21 87.99 86.31 86.44 87.69 87.02 87.81 87.68 85.98 86.31 86.56 88.53 86.94 87.12 85.90 87.41 85.11 83.91 84.28 84.00 84.80 85.54
581 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.06 86.13 84.78 86.50 86.91 87.46 85.19 87.55 87.38 86.95 88.52 85.90 87.34 86.08 86.51 87.91 85.95 87.26 87.55 88.72 85.52 84.87 84.18 85.07 84.37 84.77
582 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.39 87.15 86.36 85.94 86.58 87.36 87.08 88.10 87.58 86.08 87.02 86.28 86.47 85.41 85.69 87.74 87.66 87.08 87.97 87.09 87.12 84.33 86.76 83.54 84.17 84.59
677 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.36 85.61 86.33 86.38 85.74 87.32 84.84 86.18 73.84 87.26 85.86 74.91 86.80 87.35 87.03 86.80 86.09 87.54 87.15 88.56 84.99 83.33 84.84 84.36 86.31 85.58
678 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 85.00 86.96 86.34 85.81 85.59 87.29 87.01 87.54 88.12 85.45 87.86 86.58 86.48 85.99 86.75 85.85 84.64 85.99 75.12 88.28 87.29 85.23 84.16 83.24 85.95 85.52
900 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 84.70 86.77 86.48 86.33 86.59 86.84 85.69 88.55 86.85 87.01 86.67 85.72 88.26 86.94 85.24 87.02 85.57 86.00 86.05 85.31 85.16 86.29 86.41 87.36 84.42 85.46
901 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 84.72 86.29 87.03 85.25 87.65 87.63 83.60 86.53 86.44 87.10 85.97 87.40 87.87 88.14 87.17 85.44 88.02 85.69 86.25 87.15 85.68 84.25 85.84 85.01 82.92 84.61
903 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 85.65 85.41 87.00 84.89 86.32 85.99 87.34 85.55 86.71 86.87 86.86 87.53 87.65 85.49 85.75 86.64 86.88 88.21 87.03 86.85 86.80 83.84 83.94 85.26 86.32 86.12
612 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.54 86.49 84.61 85.93 84.41 87.69 86.78 84.05 87.07 87.56 86.29 88.14 85.50 84.15 85.38 88.43 86.67 85.59 86.67 86.40 88.25 82.70 85.08 83.60 85.52 84.73
613 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.07 86.85 83.97 86.66 84.58 88.03 87.06 87.45 87.52 86.09 87.58 86.06 85.07 86.00 84.83 86.12 86.14 86.57 87.07 86.83 84.44 85.66 85.68 84.05 84.47 86.23
614 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 85.54 86.57 85.02 85.86 83.72 85.14 85.25 87.26 87.76 83.78 87.26 87.08 87.33 86.37 87.15 88.00 86.84 88.88 87.96 87.09 84.51 84.78 84.60 84.56 86.51 82.98
615 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.41 87.32 82.11 82.01 86.33 87.36 87.80 86.51 86.12 84.18 87.53 84.09 87.75 86.70 87.45 86.13 86.46 87.87 88.07 86.80 85.13 83.97 85.03 84.03 83.52 85.54
932 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 84.90 84.94 86.76 85.81 83.58 84.69 87.04 86.55 87.86 86.91 86.50 87.53 88.89 86.53 86.10 88.73 87.18 86.67 86.44 88.08 82.09 83.78 85.85 84.85 83.53 84.79
933 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.49 85.63 88.00 86.68 84.15 88.28 87.27 84.84 87.14 86.08 87.32 88.49 85.69 86.87 85.13 87.95 87.56 87.75 83.77 87.80 87.01 84.01 86.36 85.67 84.97 83.98
934 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.68 86.56 87.13 85.32 83.74 86.76 85.20 87.19 87.64 86.64 87.88 86.11 88.50 85.84 85.36 87.34 86.32 85.94 86.89 87.78 83.72 80.87 85.98 86.24 84.13 85.88
935 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 85.74 85.44 80.74 85.87 87.93 88.05 87.97 85.95 86.96 87.31 87.97 89.60 86.94 84.42 86.93 84.60 85.62 87.15 86.95 86.00 83.21 86.27 78.74 85.94 83.89 85.36
644 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 85.84 85.24 85.05 86.93 87.47 86.40 87.71 86.02 86.97 86.35 85.82 86.42 86.62 88.13 85.19 89.02 85.42 87.65 86.72 86.20 82.99 85.16 85.97 84.12 86.81 84.83
645 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 86.30 84.18 85.78 85.82 86.47 87.29 87.95 86.40 87.54 85.17 87.33 86.31 84.30 84.76 85.10 86.90 86.12 86.55 87.54 86.47 86.58 85.64 86.40 85.79 86.45 84.98
647 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.07 86.71 84.35 87.00 84.44 87.78 87.28 85.94 86.84 85.86 87.84 85.41 87.25 87.05 87.13 85.82 85.93 86.02 85.40 85.34 86.67 85.08 84.91 84.73 84.68 84.95 
Size of the All data:  (144, 29)
Size of the Sig data:  (26, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
4 372 24 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.29 87.04 89.49 87.06 88.23 86.95 87.14 87.73 86.62 88.00 89.76 86.13 87.96 87.63 88.20 88.67 89.58 89.11 86.20 86.62 90.42 85.12 89.12 86.86 87.78 86.40
1 372 24 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.45 87.23 88.29 88.90 89.97 88.22 88.52 87.59 84.91 86.35 89.62 87.46 89.52 87.98 86.96 88.07 90.61 87.36 88.18 88.81 88.59 85.51 87.66 87.20 86.67 86.35
0 372 24 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.08 88.21 89.14 86.25 88.36 88.18 88.67 87.47 87.62 88.07 87.37 86.04 89.19 86.56 88.14 88.77 87.94 89.75 87.51 88.45 89.45 90.16 88.61 85.48 89.19 85.82
13 372 24 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.15 89.03 89.09 86.20 87.81 82.49 89.07 88.22 87.89 88.09 89.20 87.01 85.14 88.17 87.31 89.15 87.06 87.68 88.41 86.71 87.38 87.47 89.91 86.75 86.57 84.38
11 372 24 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 89.55 88.92 87.61 87.48 85.86 87.61 89.25 88.87 88.52 87.87 88.58 87.65 87.63 88.39 87.81 88.74 88.43 89.16 88.65 87.68 86.97 86.85 88.14 85.49 87.96 87.02
20 372 24 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 89.03 88.26 89.11 85.81 90.25 84.59 90.08 89.35 89.70 89.18 88.30 69.37 88.88 89.52 86.81 88.78 88.05 89.61 90.10 87.46 89.60 86.01 89.04 87.29 87.57 87.27
18 372 24 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.03 89.31 89.86 87.22 88.66 84.40 88.36 86.72 87.97 86.46 88.05 87.82 86.87 89.19 87.19 87.23 88.36 88.11 90.01 87.83 85.67 86.04 89.58 86.27 85.48 86.27
7 372 24 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.84 88.44 88.44 88.70 89.55 85.55 87.27 87.13 87.81 89.11 87.99 87.46 86.91 89.85 86.69 90.62 87.87 87.66 87.39 88.55 88.25 87.17 89.15 86.67 85.79 87.33
3 372 24 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.56 87.87 87.57 87.59 88.35 85.58 87.06 87.61 89.95 88.86 87.49 85.85 88.19 87.61 85.70 87.86 89.24 89.04 87.45 88.26 88.11 86.57 87.83 87.48 86.81 86.25
2 372 24 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.35 88.57 88.30 87.87 87.85 85.45 89.07 89.77 88.33 88.49 88.48 86.54 87.65 87.39 84.78 89.26 89.92 87.64 89.41 87.55 87.40 88.26 89.66 85.13 85.64 86.59
25 372 24 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.18 88.80 88.93 89.32 88.00 87.59 85.74 86.90 70.90 89.49 88.36 70.63 90.22 89.66 88.65 88.60 89.21 90.69 88.56 88.66 86.63 86.19 88.55 87.55 87.52 86.58
24 372 24 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 87.32 88.64 89.09 88.97 87.35 86.15 91.17 87.24 88.95 88.25 88.25 87.65 88.59 87.86 86.86 88.23 87.95 88.00 68.47 87.61 90.01 86.53 87.46 86.52 88.20 87.98
6 372 24 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.19 87.57 88.50 87.21 87.88 88.57 89.09 88.77 89.06 90.10 87.55 85.37 87.01 90.75 85.36 88.32 88.45 90.15 86.94 86.42 88.42 88.28 91.37 90.92 86.92 87.97
12 372 24 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.61 86.66 87.58 88.24 88.66 89.07 88.22 87.89 89.09 88.23 86.48 87.59 88.73 89.87 87.92 88.51 89.95 89.50 87.87 84.81 89.35 88.42 88.49 87.11 86.54 87.12
8 372 24 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.46 87.99 88.33 89.05 91.02 87.17 90.14 87.75 88.57 90.21 87.88 88.12 89.27 89.76 88.03 89.25 89.93 86.62 91.90 88.53 90.20 87.86 88.04 87.20 89.15 86.94
21 372 24 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.45 88.47 89.67 85.16 87.60 88.34 88.80 87.91 89.24 88.72 87.75 88.00 88.96 89.08 88.73 89.86 90.45 88.82 89.08 89.53 91.10 87.35 88.52 88.31 89.43 87.24
16 372 24 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.88 87.16 88.50 88.26 87.37 86.33 90.09 88.03 89.78 89.65 89.08 87.53 87.80 89.96 88.54 88.71 88.24 88.60 89.12 89.27 89.03 87.09 89.06 86.25 87.92 88.33
15 372 24 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.22 89.32 88.77 88.21 86.71 86.17 86.19 88.53 89.21 88.18 88.62 87.71 90.12 89.00 88.46 88.58 88.20 89.72 91.13 89.21 88.28 86.75 90.09 88.42 87.47 86.36
23 372 24 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.88 90.23 85.05 84.86 88.18 89.22 89.06 87.94 88.26 85.93 90.15 86.81 89.78 89.52 89.03 88.59 90.14 89.57 88.69 86.48 86.80 85.66 89.88 86.37 84.33 88.51
17 372 24 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.18 89.25 89.82 88.78 90.54 87.19 89.51 88.51 89.99 88.03 88.92 88.23 90.05 89.42 87.80 89.93 89.34 89.00 87.48 90.11 87.42 88.29 91.63 87.27 87.55 86.48
5 372 24 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.08 87.65 89.40 89.47 87.88 89.53 88.23 90.31 89.83 90.20 88.30 88.05 88.31 89.48 89.18 90.72 90.51 84.55 84.97 84.52 89.51 86.34 89.56 88.58 87.20 86.78
14 372 24 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.89 89.37 90.83 88.19 86.80 89.65 89.67 89.71 89.15 89.65 89.62 87.73 90.04 88.51 88.38 90.04 89.50 88.64 90.64 89.85 88.38 86.05 90.59 85.30 87.21 89.36
22 372 24 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.29 89.00 84.39 87.25 90.48 88.97 89.67 88.21 89.93 89.80 89.42 89.51 87.69 86.98 88.08 88.37 87.90 88.72 90.27 88.88 87.69 87.85 85.45 88.42 87.91 87.44
9 372 24 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.32 88.33 91.02 87.41 88.73 89.29 89.28 87.60 89.74 88.69 88.62 87.26 90.45 88.59 87.80 90.44 87.23 88.27 88.66 88.70 86.23 88.82 90.16 87.89 89.36 87.02
10 372 24 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.79 87.60 90.42 88.61 87.70 85.82 90.56 86.45 90.56 86.40 89.21 89.02 88.39 88.63 88.21 88.68 88.87 89.13 90.42 86.95 87.79 87.82 90.05 89.32 88.48 85.78
19 372 24 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 90.10 89.39 86.97 89.26 89.17 85.66 87.70 89.43 90.52 88.35 90.74 87.44 89.54 90.66 87.55 89.22 89.77 88.52 87.92 87.92 90.13 88.32 90.24 88.73 89.77 87.78 
Size of the test data:  (26, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_6 87.211538 0.944037
mAP_valid_abs_values_11 87.143462 0.764596
mAP_valid_abs_values_20 87.130000 0.939212
mAP_valid_abs_values_16 87.126154 1.140653
mAP_valid_abs_values_13 86.865000 1.168614
mAP_valid_abs_values_18 86.793462 0.856546
mAP_valid_abs_values_8 86.604615 1.011309
mAP_valid_abs_values_9 86.603846 2.672512
mAP_valid_abs_values_7 86.541923 1.187993
mAP_valid_abs_values_17 86.438846 0.818957
mAP_valid_abs_values_19 86.411923 2.509137
mAP_valid_abs_values_10 86.301923 0.942690
mAP_valid_abs_values_14 86.289615 1.042188
mAP_valid_abs_values_2 86.125000 0.768626
mAP_valid_abs_values_15 86.074615 0.881863
mAP_valid_abs_values_12 86.063462 3.288100
mAP_valid_abs_values 85.915385 0.834751
mAP_valid_abs_values_4 85.838846 1.083662
mAP_valid_abs_values_3 85.648462 1.588077
mAP_valid_abs_values_5 85.644231 1.391086
mAP_valid_abs_values_23 85.427692 1.688313
mAP_valid_abs_values_21 85.378462 1.498358
mAP_valid_abs_values_25 85.078846 1.139113
mAP_valid_abs_values_26 84.997692 0.861163
mAP_valid_abs_values_24 84.628846 1.108319
mAP_valid_abs_values_22 84.605385 1.273770


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 89.147692 1.312153
mAP_test_abs_values_16 88.969231 0.859707
mAP_test_abs_values_17 88.950000 1.039292
mAP_test_abs_values_14 88.846923 1.095342
mAP_test_abs_values_7 88.754231 1.310976
mAP_test_abs_values_3 88.621923 1.514218
mAP_test_abs_values_11 88.607308 0.954516
mAP_test_abs_values_18 88.600769 1.242877
mAP_test_abs_values_13 88.572692 1.281008
mAP_test_abs_values 88.506538 0.852671
mAP_test_abs_values_10 88.475385 1.200037
mAP_test_abs_values_5 88.421538 1.271206
mAP_test_abs_values_21 88.415769 1.402818
mAP_test_abs_values_2 88.396538 0.874793
mAP_test_abs_values_9 88.157692 3.733878
mAP_test_abs_values_8 88.140000 0.984699
average_map 88.107308 0.524170
mAP_test_abs_values_19 87.901154 4.259638
mAP_test_abs_values_20 87.898846 1.396915
mAP_test_abs_values_4 87.743462 1.277732
mAP_test_abs_values_15 87.621923 1.096347
mAP_test_abs_values_25 87.477692 1.326223
mAP_test_abs_values_24 87.260769 1.336925
mAP_test_abs_values_22 87.183846 1.191970
mAP_test_abs_values_6 87.066923 1.833599
mAP_test_abs_values_26 86.975000 1.005184
mAP_test_abs_values_12 86.076154 4.823388

Summary:

Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_24 =  res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]

res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]


result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')


result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]

html_table = result_merged_mwu_24.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 6 87.211538 87.066923
1 11 87.143462 88.607308
2 20 87.130000 87.898846
3 16 87.126154 88.969231
4 13 86.865000 88.572692
5 18 86.793462 88.600769
6 8 86.604615 88.140000
7 9 86.603846 88.157692
8 7 86.541923 88.754231
9 17 86.438846 88.950000
10 19 86.411923 87.901154
11 10 86.301923 88.475385
12 14 86.289615 88.846923
13 2 86.125000 88.396538
14 15 86.074615 87.621923
15 12 86.063462 86.076154
16 1 85.915385 88.506538
17 4 85.838846 87.743462
18 3 85.648462 88.621923
19 5 85.644231 88.421538
20 23 85.427692 89.147692
21 21 85.378462 88.415769
22 25 85.078846 87.477692
23 26 84.997692 86.975000
24 24 84.628846 87.260769
25 22 84.605385 87.183846
Code 
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 16

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
0 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 81.99 19.49 79.00 79.17 76.59 72.96 80.85 83.23 82.08 81.77 81.07 83.25 81.59 80.66 83.15 83.77 81.84 82.40 83.80 72.91 80.83 66.04 81.34 52.32 79.07 52.32
1 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 83.04 80.07 77.83 81.37 80.91 81.62 81.12 82.63 83.80 80.87 84.34 74.50 79.67 76.93 77.61 83.14 76.52 83.62 85.79 73.68 81.84 78.58 79.15 80.06 82.02 54.92
2 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 82.55 76.33 82.17 81.60 81.25 72.47 80.61 81.91 81.96 80.27 82.42 77.09 82.12 82.30 80.39 82.55 81.56 83.83 83.44 83.68 75.93 81.56 78.15 78.19 80.05 80.13
3 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 82.09 70.77 81.64 77.94 68.68 81.40 83.47 80.73 83.49 83.00 81.23 84.43 83.02 83.45 83.37 82.91 81.08 82.83 85.32 83.72 55.64 80.17 81.44 77.69 54.57 54.89
32 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 81.12 81.00 77.52 81.28 78.04 83.01 83.07 74.32 83.76 77.79 74.04 83.30 19.49 82.38 81.10 82.59 78.65 79.75 84.54 84.26 81.34 82.12 77.85 81.52 82.38 78.90
33 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 81.39 78.47 83.09 80.41 82.00 84.29 83.39 86.09 85.09 83.90 82.72 84.93 84.20 81.60 83.61 83.78 71.38 85.69 84.25 81.72 82.71 82.80 79.38 81.77 81.84 82.27
34 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 79.95 82.83 81.87 83.19 82.80 82.01 82.31 82.32 83.78 83.65 83.68 85.62 81.88 80.41 82.81 81.01 84.39 82.49 83.57 83.90 81.69 81.84 82.47 52.94 81.48 53.34
35 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 80.93 83.11 82.35 78.94 69.40 81.92 82.56 83.23 85.00 84.98 84.55 83.88 82.42 77.95 83.33 83.50 81.48 85.72 85.98 80.60 83.00 81.36 77.83 80.76 80.39 81.37
64 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 70.88 69.89 77.28 54.81 82.31 72.73 82.39 79.84 84.04 84.01 84.73 85.58 81.83 85.02 82.79 72.05 72.61 83.47 84.74 75.31 78.30 82.27 80.58 69.87 55.54 81.34
65 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 81.50 81.65 82.52 81.22 80.13 83.32 81.95 82.84 85.95 83.48 84.35 84.65 84.25 83.97 83.91 85.19 81.99 85.93 85.29 85.81 82.35 54.38 82.95 82.58 81.62 82.16
66 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 82.55 19.49 82.84 81.72 76.09 84.06 85.05 83.37 84.76 83.97 83.18 74.79 84.12 79.23 80.21 84.68 83.59 83.22 83.58 83.52 53.67 82.52 82.06 80.83 83.69 81.76
67 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 81.84 82.28 84.56 80.14 71.45 83.84 73.01 83.18 83.62 81.69 85.54 74.14 84.81 83.64 80.79 86.22 81.14 85.24 82.77 85.42 82.01 82.69 84.00 69.81 81.59 82.18
96 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 39.39 39.66 39.78 39.48 39.56 39.26 39.82 39.33 39.84 40.15 39.97 40.15 39.83 39.84 39.32 39.99 39.54 39.14 39.54 40.10 38.90 38.77 38.98 38.38 37.93 38.71
97 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 39.94 39.66 39.26 39.86 39.88 19.49 40.07 39.64 80.13 39.66 40.21 39.93 39.84 19.49 39.66 39.93 39.18 39.87 40.20 40.21 38.67 38.25 38.52 39.03 38.76 39.29
98 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 39.53 39.51 39.28 39.10 39.80 39.98 38.99 39.58 39.93 39.89 39.99 39.86 39.80 39.12 39.58 40.23 39.14 39.55 39.99 39.69 38.69 37.84 38.57 39.02 38.81 78.96
99 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 39.35 39.27 39.24 39.44 39.96 39.36 40.26 39.85 39.93 46.26 40.01 40.32 39.77 39.57 39.57 39.78 38.94 40.05 39.86 40.46 38.63 38.35 39.66 38.43 38.88 65.08
128 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 39.42 39.70 39.54 38.86 39.59 39.64 40.33 39.66 39.96 81.82 39.82 39.72 40.01 39.14 39.36 39.29 39.71 39.49 46.94 45.48 38.96 38.99 39.13 39.15 39.08 39.27
129 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 39.62 39.72 39.71 39.47 39.72 39.74 39.39 39.96 39.71 39.73 19.49 40.18 40.02 39.88 39.98 38.66 40.10 39.50 39.56 39.83 38.63 38.87 39.07 38.45 38.05 38.81
130 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 39.98 39.39 39.49 39.41 40.10 40.17 39.68 40.11 40.02 39.59 39.93 39.96 39.90 40.00 40.06 40.23 39.42 46.46 40.12 46.19 39.44 39.26 38.84 39.31 38.85 39.30
131 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 39.79 40.06 39.21 40.08 39.68 40.15 39.82 39.79 82.69 19.49 40.37 39.96 38.98 40.01 39.18 40.13 39.90 39.74 47.68 39.79 38.70 38.07 39.61 39.07 38.97 39.14
160 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 39.32 39.85 39.89 39.72 39.76 46.85 40.10 39.97 39.86 39.80 39.84 39.75 47.49 39.71 39.81 39.58 39.84 40.10 38.92 39.91 39.71 38.93 38.49 39.02 39.55 39.22
161 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 39.89 39.58 40.02 39.68 39.75 39.85 40.08 39.81 40.01 39.89 40.18 40.14 47.65 44.49 40.11 39.93 39.16 39.81 39.84 40.15 38.70 38.75 38.92 39.35 38.67 38.89
162 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 39.43 39.61 39.88 39.74 39.54 39.90 39.64 39.62 39.56 39.71 39.86 39.71 39.99 39.95 39.84 39.86 40.15 39.73 39.95 40.05 38.48 38.72 38.79 39.12 39.07 39.00
163 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 40.11 39.32 39.67 39.81 39.84 40.22 39.93 40.24 40.33 39.61 39.43 39.86 80.05 39.65 39.92 82.45 39.16 82.42 40.31 39.48 38.51 38.23 38.64 38.42 38.83 38.41
192 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 39.55 39.50 39.37 39.16 39.24 39.99 79.71 39.65 39.95 39.16 40.21 39.69 39.03 39.10 38.80 39.99 38.84 39.51 40.32 39.84 38.36 38.58 38.72 38.97 38.55 38.92
193 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 40.01 39.53 39.30 39.50 39.53 39.91 39.80 40.10 40.20 40.38 39.84 39.59 47.06 39.74 38.74 39.69 39.80 39.55 40.11 39.81 38.90 38.24 39.14 39.39 38.95 38.57
194 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 39.72 39.69 39.89 39.59 46.10 39.88 40.29 39.71 40.18 40.03 39.97 40.02 40.52 39.20 39.27 40.05 39.18 39.59 39.92 46.64 38.30 38.55 39.34 38.67 38.82 39.34
195 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 39.29 45.78 39.90 39.38 39.84 39.93 39.66 39.55 39.96 39.81 46.11 40.27 39.90 39.68 39.31 78.47 39.90 39.84 39.94 40.37 39.55 19.49 39.23 38.84 38.97 39.19
224 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 39.82 39.84 39.55 39.53 38.80 39.54 40.26 38.40 39.72 38.46 39.67 39.93 39.69 39.15 39.50 75.64 39.57 81.65 39.62 40.23 38.67 38.68 19.49 38.74 38.82 39.10
225 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 39.62 39.91 80.73 39.71 39.72 39.88 39.77 40.07 39.60 39.71 40.07 39.84 40.25 39.68 39.63 39.76 39.81 39.82 39.74 39.62 38.64 38.45 38.90 38.86 38.77 38.86
226 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 40.11 39.52 39.59 39.61 39.54 40.04 39.90 39.69 40.31 39.93 45.47 40.23 81.15 39.32 39.27 38.94 39.15 46.18 40.34 45.78 38.32 39.15 38.80 38.81 39.28 38.84
227 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 39.26 39.98 39.52 39.17 39.63 39.90 40.00 38.81 39.36 39.87 40.01 83.00 40.21 40.03 39.65 39.95 40.20 39.73 47.28 39.92 38.56 38.77 39.59 38.49 39.52 38.75
256 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 39.95 39.67 39.91 39.66 40.07 40.12 39.74 40.09 40.20 39.72 39.82 39.84 46.45 38.80 39.41 39.96 79.99 40.14 40.03 39.87 38.96 38.87 39.81 38.60 39.10 39.35
257 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 39.82 39.20 39.35 39.23 39.64 39.94 39.93 39.74 39.90 39.60 40.14 40.01 39.98 40.41 39.87 46.69 40.03 39.88 46.22 40.33 39.23 38.88 38.81 40.02 39.12 39.13
258 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 39.64 40.25 39.82 40.30 40.01 40.03 40.05 39.35 39.85 39.77 40.08 39.81 40.09 39.83 39.13 39.22 39.50 39.90 39.84 39.92 38.65 38.64 39.33 38.93 38.81 39.07
259 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 39.65 39.62 39.62 39.89 40.11 39.69 40.33 39.72 39.58 45.80 40.13 40.18 39.85 39.18 39.26 39.44 40.17 40.03 39.88 40.01 38.41 39.23 39.31 39.47 39.23 39.22
288 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 80.22 77.95 79.56 80.28 81.72 79.90 81.74 80.14 83.04 82.00 81.92 83.06 81.14 75.81 78.26 84.47 79.24 78.70 84.76 83.57 80.59 77.74 79.32 57.28 78.92 78.29
289 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 80.18 79.32 80.73 80.16 81.00 81.96 82.68 84.45 83.02 83.22 81.81 83.30 83.20 82.24 79.07 83.03 83.97 84.19 83.94 83.46 81.90 81.19 52.64 79.32 79.56 81.04
290 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 78.98 80.97 77.54 81.89 80.68 80.57 81.89 80.61 83.63 82.61 83.13 84.17 84.77 83.43 80.74 79.96 80.07 80.66 83.57 82.68 82.14 80.04 80.86 80.27 80.93 58.77
291 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 81.56 81.43 81.86 73.62 81.89 82.24 73.35 81.38 80.14 84.11 85.31 72.76 83.03 83.20 82.34 84.24 81.12 83.33 83.83 83.28 81.01 66.78 83.61 80.39 78.04 54.42
320 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 78.43 83.37 78.89 81.52 75.17 74.21 72.54 83.53 80.40 82.68 83.66 83.52 82.34 81.94 81.65 81.25 80.60 82.72 83.98 82.35 71.84 77.02 78.98 75.28 80.86 52.77
321 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 70.89 81.97 82.91 79.63 78.51 83.77 83.24 81.72 83.29 84.05 83.53 81.40 84.11 72.06 82.12 83.56 83.51 85.03 85.07 83.15 82.66 80.17 80.10 53.11 82.76 79.75
322 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 82.32 82.70 80.31 78.87 72.51 84.22 73.84 82.74 82.95 82.95 84.89 84.51 81.88 81.10 82.49 85.28 82.30 80.79 83.61 73.77 82.69 82.81 82.22 81.47 53.10 80.41
323 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 81.11 78.78 81.69 82.10 82.98 82.82 82.97 84.73 84.22 81.84 74.21 74.37 81.79 81.44 84.44 82.56 82.99 83.77 84.22 86.27 81.45 82.55 55.06 81.95 82.14 81.67
352 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 79.94 80.49 80.25 51.10 78.44 83.30 82.58 82.19 83.96 76.95 81.99 73.39 80.39 82.78 82.61 83.51 78.75 79.78 84.41 83.78 82.10 54.45 53.38 82.00 83.21 82.30
353 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 82.70 79.72 81.97 79.08 77.43 72.98 84.37 84.95 85.62 84.79 84.95 73.44 82.17 81.74 83.14 84.63 81.88 83.85 84.42 83.53 82.63 82.17 81.40 83.24 82.07 83.06
354 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 80.79 79.85 79.52 80.20 82.82 82.47 82.42 81.71 84.01 82.23 73.07 81.85 83.91 84.51 83.09 82.42 82.46 84.72 85.15 75.70 81.03 80.34 80.89 79.49 82.15 79.89
355 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 83.22 82.74 82.46 82.40 82.52 83.67 83.41 82.74 83.41 82.90 85.01 85.79 83.73 82.68 84.47 83.50 82.74 83.30 86.51 84.34 82.12 84.28 61.76 82.68 56.93 81.79
384 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 39.59 39.55 39.13 39.42 39.53 40.00 39.28 39.45 39.50 46.43 40.21 39.88 39.99 39.06 39.44 39.19 38.78 39.94 40.07 39.61 38.82 37.85 38.75 37.91 38.23 38.91
385 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 39.22 39.54 39.52 40.02 39.54 39.69 39.96 39.85 39.80 47.15 40.08 39.67 40.22 39.32 39.33 39.28 39.64 40.07 39.84 40.09 38.91 38.51 45.75 39.43 39.27 39.19
386 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 38.98 39.77 39.29 39.09 39.24 39.93 39.83 39.44 39.89 40.02 40.24 46.87 40.03 44.03 39.57 39.96 39.18 39.91 40.08 39.85 38.79 38.94 38.41 39.36 39.14 39.08
387 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 39.17 40.24 39.42 39.82 39.33 39.66 39.63 39.89 39.66 39.83 39.71 39.87 39.38 39.91 39.38 39.90 39.23 82.10 46.66 40.23 39.05 38.79 39.00 39.07 38.65 39.21
416 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 39.65 45.56 39.56 39.71 39.67 39.99 40.23 39.64 40.22 45.38 40.12 39.49 39.56 39.12 39.40 39.83 38.80 39.89 39.78 39.73 45.89 38.70 39.53 39.42 38.73 39.23
417 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 39.80 39.78 39.90 39.40 39.54 39.58 39.59 39.67 39.70 39.52 40.03 39.42 39.82 40.10 39.66 39.94 39.31 39.77 39.78 40.03 38.54 38.84 39.20 39.17 38.40 39.13
418 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 40.07 40.10 39.66 39.58 39.70 40.04 39.58 39.90 39.47 39.50 39.85 39.85 40.07 39.53 39.69 39.65 39.30 40.16 47.60 39.68 38.53 38.75 38.47 39.21 38.52 38.67
419 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 40.02 40.18 39.73 39.80 39.46 39.67 39.56 39.68 39.63 39.18 39.91 39.36 46.89 40.00 39.71 39.36 39.84 39.66 40.22 77.17 38.54 37.69 37.82 39.21 39.48 38.60
448 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 39.64 39.57 39.77 39.56 39.85 40.24 40.19 40.02 39.55 39.15 40.08 39.46 39.66 40.05 39.75 39.92 40.31 39.59 39.88 39.90 38.30 39.18 39.04 39.30 39.25 39.51
449 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 40.01 39.56 39.70 39.50 39.52 40.14 40.35 39.31 40.07 39.38 39.86 39.69 39.74 39.66 39.67 82.89 40.07 39.51 40.03 39.87 38.45 39.20 38.69 39.01 39.06 39.08
450 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 39.67 39.61 39.47 39.70 39.88 39.95 40.35 39.70 40.09 39.65 39.90 39.98 39.34 39.67 39.74 81.53 38.98 40.18 39.95 39.92 38.78 38.61 39.08 39.31 39.12 39.20
451 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 40.44 39.77 40.19 38.99 39.64 40.01 40.19 39.66 40.49 40.04 39.89 40.09 40.15 39.40 39.67 40.11 45.20 39.89 39.93 39.64 38.39 39.36 39.18 39.42 38.87 38.90
480 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 39.62 40.49 39.23 39.22 39.20 39.50 39.83 39.86 39.64 39.90 39.93 39.60 39.44 39.48 39.76 40.04 39.81 39.69 46.80 39.76 39.05 38.65 37.95 38.29 39.20 38.98
481 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 39.61 39.68 39.75 39.45 39.93 40.08 39.80 40.14 39.93 39.50 39.98 46.49 39.91 39.81 39.09 39.46 39.03 39.65 40.12 39.93 38.78 38.49 37.89 38.83 38.60 37.66
482 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 39.48 39.76 39.86 38.92 39.47 39.72 40.15 40.15 76.50 40.03 40.11 39.76 39.79 39.53 39.16 39.27 39.90 39.92 46.47 46.71 39.08 38.76 39.52 39.27 38.13 39.20
483 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 40.10 40.14 39.69 46.24 39.31 40.16 39.80 39.31 39.65 39.46 40.03 39.85 39.84 45.70 46.62 39.84 39.47 39.78 40.02 39.66 38.70 38.47 38.19 39.19 38.75 38.95
512 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 45.34 39.83 39.68 39.37 39.60 39.78 40.39 39.44 46.69 39.77 40.07 39.49 85.08 45.69 39.25 39.92 39.20 39.43 46.61 46.22 38.31 38.81 38.97 39.24 38.54 38.01
513 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 39.70 40.07 40.00 39.73 39.82 40.10 39.91 39.67 39.91 39.65 40.08 39.59 39.69 46.58 39.61 40.05 39.64 39.48 39.84 39.87 38.92 38.81 39.61 39.11 38.71 39.36
514 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 39.97 40.05 39.64 39.53 39.61 40.05 39.96 40.35 39.51 39.79 39.93 39.74 39.92 39.30 39.96 39.06 39.49 39.39 39.85 39.48 38.45 38.75 39.44 39.07 39.47 38.59
515 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 40.17 39.11 39.53 39.86 40.10 40.14 40.22 39.92 81.53 40.19 39.93 39.98 40.08 39.95 39.82 39.81 39.58 40.15 39.82 39.74 39.33 38.97 39.16 45.12 38.78 38.88
544 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 39.58 39.72 39.34 39.97 40.16 40.01 40.20 40.41 40.20 39.04 39.95 39.72 39.52 39.68 39.84 40.01 46.35 39.93 39.42 39.49 39.18 38.56 38.43 39.17 39.14 39.09
545 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 40.15 39.78 39.52 39.60 39.97 40.41 39.81 39.67 40.20 39.93 39.58 40.05 40.41 39.77 40.06 40.14 40.09 39.70 40.06 40.02 38.73 38.40 39.18 39.36 38.39 38.74
546 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 46.60 39.67 39.60 39.26 39.75 40.05 39.79 40.08 40.51 39.22 46.84 39.60 47.21 39.34 39.16 76.60 39.71 39.64 40.27 39.74 38.98 38.96 38.41 38.72 38.88 39.26
547 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 39.72 39.64 39.44 39.65 39.94 40.06 40.12 39.65 40.14 39.80 39.82 39.59 39.93 39.88 38.79 40.00 39.96 45.19 39.55 39.71 38.67 39.30 39.41 38.87 38.86 38.75
576 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 85.33 85.99 85.28 87.51 85.77 73.93 86.15 86.05 86.45 86.32 87.01 86.67 88.00 84.91 86.89 86.97 72.95 74.32 87.02 86.65 85.06 83.80 84.56 86.21 85.35 86.18
577 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 84.43 73.98 85.00 84.59 86.09 87.43 85.87 85.02 88.30 85.56 87.42 86.85 86.39 85.73 85.94 86.66 86.14 85.35 88.42 86.64 86.12 84.31 84.19 82.91 85.88 86.21
578 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 84.73 85.21 85.65 74.48 84.91 86.81 85.92 84.96 73.69 87.48 87.60 75.15 87.48 85.96 84.06 85.84 86.42 86.02 86.88 86.61 84.62 84.64 86.97 82.98 86.45 83.82
579 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 73.78 87.35 86.76 85.24 85.30 86.16 87.35 86.60 84.76 86.33 73.05 87.77 86.19 85.54 85.32 87.42 84.93 86.41 75.27 87.09 85.45 85.90 85.30 82.92 85.37 85.98
608 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 82.38 84.89 84.35 84.69 84.37 86.62 85.31 86.14 87.65 86.01 87.39 85.84 86.93 85.04 85.81 84.78 85.69 87.79 86.97 74.44 84.21 81.45 84.32 82.92 87.28 84.94
609 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 84.89 73.14 73.07 86.31 85.99 87.64 83.88 72.19 87.10 73.69 86.03 74.31 73.38 85.35 73.96 87.95 86.54 86.22 87.03 75.08 84.93 83.88 87.84 82.18 85.23 84.96
610 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 85.33 73.80 86.23 85.18 73.34 86.65 74.26 86.37 85.13 86.51 86.23 74.62 85.67 73.69 85.21 87.20 84.83 75.10 86.19 85.25 84.49 82.81 84.45 54.36 85.02 83.90
611 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.06 86.65 84.72 84.11 84.24 84.87 86.53 84.56 86.05 86.53 86.20 85.04 85.48 72.86 85.67 87.11 84.77 86.24 85.54 87.02 83.07 84.96 85.00 84.53 83.18 84.58
640 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 86.55 85.95 85.99 84.77 85.48 83.80 86.77 86.27 72.57 74.37 75.05 86.94 75.34 84.90 86.52 74.91 87.39 73.09 88.40 73.95 83.41 83.31 54.07 83.30 83.98 85.61
641 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 84.73 86.33 84.41 84.37 86.51 84.41 86.98 86.35 85.52 85.69 85.00 75.87 86.28 86.33 86.76 86.78 73.81 86.11 85.57 86.10 83.29 52.50 83.75 83.00 53.25 84.05
642 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 86.22 83.68 85.18 84.24 85.61 73.75 83.29 87.39 85.15 86.52 74.87 75.40 73.89 86.20 86.72 86.03 73.57 74.87 74.36 73.77 82.53 82.46 53.08 83.12 82.60 83.79
643 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 85.03 83.82 73.32 85.66 84.05 87.50 86.04 85.95 73.84 74.37 72.36 74.29 85.76 72.36 54.16 85.08 86.39 86.50 74.39 86.10 84.07 82.91 83.73 83.61 84.05 84.94
672 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 39.33 39.50 38.86 38.59 38.73 38.76 39.72 39.23 38.61 39.35 37.13 39.91 45.22 46.61 38.97 47.02 38.98 39.50 39.43 37.95 44.75 37.50 39.27 40.88 39.33 38.70
673 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 39.46 39.27 39.81 43.63 39.62 40.00 39.56 39.02 39.12 39.50 45.50 46.08 39.22 39.00 39.59 39.63 38.25 45.05 37.46 39.46 39.00 38.94 39.28 39.26 38.93 39.25
674 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 45.77 39.49 39.12 39.32 39.66 40.03 39.79 43.79 46.46 46.11 45.94 39.96 38.68 39.54 38.77 44.86 39.81 39.43 40.32 46.88 38.28 38.80 39.26 39.23 39.71 38.94
675 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 39.66 42.02 38.91 46.44 39.76 39.40 39.42 39.70 45.24 38.99 38.75 39.80 46.30 39.03 39.71 47.42 39.01 38.69 39.64 39.79 37.93 38.11 38.78 39.37 43.70 39.18
704 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 44.98 39.66 39.54 38.87 39.48 40.13 40.03 45.52 39.73 39.12 46.40 45.46 44.88 38.99 40.00 47.01 43.88 38.82 45.57 39.97 38.65 38.07 43.05 39.03 43.38 39.11
705 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 39.97 48.08 45.59 39.94 39.62 39.70 46.50 48.01 39.34 38.86 40.02 39.51 39.68 39.46 39.39 45.95 38.44 48.22 47.35 39.98 43.55 39.03 39.58 39.28 38.89 38.88
706 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 39.73 39.82 45.85 39.54 39.71 39.56 40.04 39.09 40.48 47.24 44.41 39.76 44.46 45.28 39.31 39.19 39.09 39.12 39.72 39.50 38.61 38.27 42.72 39.41 39.18 38.63
707 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 40.13 39.72 39.59 39.40 39.49 39.76 39.91 39.47 46.97 47.04 39.28 38.77 47.53 38.63 39.42 38.90 38.74 38.95 39.64 45.31 38.83 43.31 38.58 38.87 38.83 39.16
736 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 39.37 39.89 39.17 39.54 39.12 45.85 47.54 39.83 38.84 38.74 44.07 40.01 42.59 38.83 41.12 46.85 39.41 42.21 46.04 39.81 38.87 38.73 38.21 38.92 38.93 39.38
737 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 44.64 39.80 45.26 44.52 39.00 42.71 45.78 39.14 38.78 38.71 43.67 39.20 39.03 43.24 39.48 46.21 38.80 43.55 39.68 45.70 38.35 42.43 38.88 39.06 38.94 45.95
738 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 39.73 46.09 39.48 39.92 39.33 40.14 44.97 45.09 39.68 45.18 39.45 39.68 45.38 46.86 39.54 39.56 39.23 45.08 45.51 39.78 39.48 39.18 44.23 39.49 38.39 39.18
739 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 40.27 39.72 39.57 39.71 39.34 44.99 39.98 39.06 39.36 38.97 39.64 39.62 39.93 46.46 39.30 39.81 38.77 38.96 39.84 39.39 38.54 39.08 39.10 39.19 39.07 79.69
768 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 36.93 39.78 39.88 39.72 39.51 40.01 45.78 39.29 46.39 37.95 40.10 40.18 39.30 39.50 39.56 38.07 39.53 48.13 39.01 39.70 42.05 38.20 38.50 38.23 38.62 38.82
769 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 39.29 40.03 47.86 39.24 38.88 40.12 39.86 39.45 38.95 38.94 39.95 39.94 39.20 39.23 39.62 39.34 38.92 39.74 39.02 39.54 39.91 39.06 38.86 39.29 38.88 45.03
770 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 40.20 39.95 38.74 39.11 39.20 40.00 47.16 39.51 46.69 47.11 39.98 39.45 38.79 39.08 39.39 39.18 43.88 38.82 40.19 39.98 39.13 38.53 39.27 39.04 38.31 39.28
771 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 39.17 39.26 39.32 39.56 44.08 45.88 48.14 39.16 46.70 39.06 39.16 40.10 44.14 38.94 38.97 45.50 45.68 39.33 39.99 39.39 38.89 39.16 39.33 38.58 39.17 39.46
800 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 46.62 39.93 46.47 39.19 39.21 39.10 39.61 38.99 39.23 45.86 39.71 39.47 39.47 38.89 39.27 45.82 39.52 39.20 45.51 44.05 38.60 80.49 38.89 38.95 38.61 39.03
801 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 39.29 42.62 39.48 39.41 38.91 39.58 47.51 46.12 45.21 38.58 46.14 39.81 39.22 43.28 39.98 39.46 42.28 39.19 39.55 44.91 38.80 37.62 38.72 39.33 39.41 39.60
802 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 40.38 39.60 39.63 44.39 39.22 39.92 39.31 39.08 47.36 42.60 39.97 39.60 45.07 42.00 39.36 39.52 39.28 46.16 39.36 40.03 38.86 38.98 39.97 39.04 38.67 38.64
803 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 40.26 39.63 39.44 39.25 39.51 40.21 45.49 45.42 43.72 45.74 39.56 39.30 45.00 39.19 39.53 38.42 45.95 46.83 46.93 39.29 38.86 39.08 39.73 38.98 36.69 39.46
832 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 45.45 39.90 45.77 39.63 39.56 45.28 38.85 39.31 38.77 38.82 43.93 39.75 39.26 43.93 39.31 43.42 42.51 44.78 39.80 45.39 42.16 43.68 38.74 38.65 38.44 37.76
833 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 45.26 40.09 39.70 39.13 39.82 39.80 47.78 38.86 39.25 38.80 39.83 39.53 40.20 39.00 39.31 46.47 39.39 38.57 39.75 46.58 39.05 43.93 39.04 39.09 38.88 39.01
834 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 46.10 39.40 39.45 39.25 44.84 39.80 39.72 39.10 39.54 39.48 40.16 39.83 39.37 39.17 39.53 39.14 41.49 41.94 39.97 39.53 39.36 38.85 38.09 39.42 39.79 38.89
835 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 44.04 39.41 46.48 39.60 39.27 39.59 42.58 39.15 39.50 45.41 39.47 45.17 39.56 44.08 39.53 45.21 44.73 44.19 39.56 45.56 39.30 42.93 42.62 39.21 39.04 39.31
864 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 85.07 85.58 85.36 86.39 86.35 88.02 85.51 84.95 86.36 84.43 86.97 86.37 87.31 85.68 84.46 85.23 84.34 75.20 85.60 86.17 85.80 85.05 86.12 84.42 85.61 84.99
865 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 84.99 85.82 87.08 85.51 86.45 86.70 85.29 86.46 87.16 85.87 85.57 87.27 86.07 87.20 86.06 86.93 86.99 78.05 87.35 88.19 71.03 84.85 83.91 83.72 84.67 84.71
866 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 85.79 85.63 84.41 84.89 85.04 86.77 76.46 85.76 87.23 87.17 74.68 74.87 85.66 85.82 85.51 86.34 85.32 88.55 86.32 84.34 85.03 83.38 85.22 83.51 84.00 83.48
867 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 83.83 87.02 85.14 84.20 86.19 86.08 85.69 85.69 85.74 86.56 85.45 87.58 76.11 85.97 84.61 85.78 86.01 87.55 88.32 87.14 84.40 84.26 85.77 83.73 72.05 85.03
896 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 72.82 85.17 86.19 85.06 86.69 85.89 86.02 86.54 85.38 86.17 88.60 84.83 86.26 85.94 86.24 86.24 87.08 87.16 85.70 84.83 82.86 82.91 86.98 83.63 85.41 84.15
897 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 84.63 83.99 84.31 85.23 74.26 85.39 85.23 86.16 85.05 86.97 86.36 74.75 86.02 73.64 84.94 87.65 86.98 86.68 84.52 85.08 83.37 83.13 84.32 84.43 83.64 84.54
898 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 83.84 85.94 86.31 85.73 83.02 75.21 73.50 85.69 87.18 86.67 74.67 73.95 75.39 84.83 72.99 85.27 73.64 85.28 74.30 88.55 71.20 82.98 86.26 83.77 85.55 84.38
899 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 84.68 84.67 85.80 86.68 84.25 88.50 86.09 85.44 75.09 87.36 86.37 87.01 86.64 87.08 85.78 88.51 86.92 86.39 86.09 88.57 86.20 85.98 84.62 85.28 85.02 85.66
928 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 72.88 86.78 86.40 82.64 84.81 85.67 86.66 85.03 87.02 87.08 86.19 86.05 73.78 84.81 84.14 75.26 85.27 86.63 86.11 75.83 84.01 84.34 82.91 53.04 53.80 53.31
929 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.57 84.85 84.30 85.53 86.03 85.16 85.42 86.86 86.86 86.57 72.94 86.79 87.03 84.85 85.18 86.60 85.55 86.50 87.56 86.78 85.43 52.91 84.97 52.49 57.50 83.34
930 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 86.66 85.36 84.70 86.64 84.98 86.64 86.50 85.18 72.61 73.32 86.90 86.65 75.33 84.87 86.28 88.17 83.66 86.31 85.88 87.89 53.45 82.17 84.45 83.77 83.89 84.56
931 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 84.83 85.20 83.73 83.10 86.63 86.64 84.55 86.72 87.42 73.15 86.44 86.63 87.90 85.18 84.02 86.67 84.74 84.66 73.57 86.23 83.90 84.12 83.98 53.18 84.72 84.43
960 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 39.42 39.70 42.29 39.04 39.67 39.85 39.80 39.24 39.91 44.09 42.90 39.40 38.95 39.23 39.37 39.35 41.20 44.05 45.88 40.01 38.39 39.19 38.47 39.64 38.79 38.79
961 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 44.81 39.38 45.99 38.69 39.61 45.58 38.04 45.36 39.39 39.68 39.71 39.55 42.72 39.09 38.00 39.26 38.71 46.66 39.81 39.63 38.93 38.13 39.33 39.48 38.88 38.74
962 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 40.00 45.89 45.36 39.26 39.45 39.30 39.82 39.14 44.12 46.07 39.46 39.68 39.30 38.64 38.75 44.87 38.56 47.17 39.33 39.61 38.58 38.34 43.43 38.77 38.24 38.52
963 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 39.65 38.89 39.20 39.09 39.26 39.66 36.94 38.87 38.57 39.47 38.67 39.85 38.73 39.63 39.17 39.16 39.33 47.43 47.52 40.06 38.35 38.25 38.84 39.12 38.60 38.89
992 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 39.40 39.96 39.57 40.04 39.69 44.61 40.19 39.24 46.90 45.54 44.20 44.69 46.73 38.68 39.95 39.47 43.94 44.66 39.94 39.50 39.01 38.31 38.61 38.83 38.49 44.45
993 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 39.64 38.69 46.75 39.50 39.65 39.71 46.71 39.18 45.97 39.43 38.90 45.28 44.94 46.50 39.85 39.41 39.31 39.59 46.98 40.16 37.98 38.98 42.16 39.49 39.18 39.22
994 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 39.55 38.80 39.39 38.50 39.96 39.88 39.65 39.60 39.16 39.40 39.97 39.75 39.47 44.56 39.13 39.67 39.38 38.86 44.96 39.12 36.76 38.40 39.58 39.02 40.03 45.49
995 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 40.37 45.03 39.41 45.29 39.00 39.93 39.75 39.11 38.82 38.93 39.46 39.62 44.22 45.20 39.53 46.43 38.85 43.39 46.81 40.01 38.78 38.83 39.40 39.31 40.04 39.16
1024 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 39.81 39.44 39.79 39.94 39.13 39.95 46.84 39.51 39.14 43.27 39.82 39.40 39.29 38.94 39.30 47.88 42.56 39.33 46.50 39.52 38.58 39.48 39.72 39.66 38.93 39.30
1025 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 39.00 39.91 39.60 39.58 39.17 39.71 47.41 39.10 46.85 39.30 46.66 39.84 39.56 39.73 39.48 46.38 39.75 46.01 39.48 39.42 39.24 39.45 38.80 39.79 38.63 39.49
1026 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 39.39 39.76 40.04 39.18 39.41 39.56 39.23 39.12 39.31 38.63 44.60 44.14 39.56 38.78 39.75 46.71 38.81 38.95 39.82 39.87 43.09 39.62 38.12 39.26 39.03 39.25
1027 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 40.24 39.76 45.66 39.66 39.45 39.97 46.59 39.12 44.72 39.55 39.43 40.65 39.71 42.12 39.83 38.64 43.49 38.96 39.22 46.57 43.38 41.53 38.66 39.23 39.31 39.32
1056 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 40.36 44.27 38.70 39.77 39.86 40.33 39.86 46.39 38.61 39.12 39.42 39.63 44.06 38.44 38.93 46.99 39.71 39.78 40.11 39.42 38.69 38.78 39.42 38.94 38.89 38.76
1057 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 39.96 46.47 44.88 39.47 39.72 39.94 40.24 38.77 39.71 39.70 39.50 47.27 47.94 39.14 38.92 39.23 41.91 45.68 40.05 40.09 38.94 43.49 42.96 38.96 38.95 39.00
1058 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 39.85 39.10 39.21 39.43 39.49 39.99 39.41 46.55 47.15 45.93 39.53 39.89 38.85 36.90 38.77 39.41 40.79 44.78 47.52 40.01 39.09 38.04 38.64 38.94 38.82 44.54
1059 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 44.32 44.92 39.40 39.45 39.60 39.84 39.65 39.75 39.38 39.30 39.80 39.47 46.55 39.31 38.26 43.13 39.08 39.48 39.37 39.77 42.91 38.64 48.97 38.79 38.74 38.60
1088 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 40.34 39.44 39.63 40.10 38.77 39.69 39.45 46.81 39.61 39.08 39.74 39.60 39.14 42.85 39.08 39.86 39.53 46.45 39.55 39.85 38.94 38.82 39.29 38.78 39.07 39.18
1089 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 40.35 39.35 39.71 46.65 39.59 39.96 39.78 38.96 38.98 45.09 40.05 39.67 39.20 43.82 47.29 46.10 39.42 43.91 39.97 39.70 38.73 39.11 39.57 43.07 46.19 38.31
1090 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 45.78 39.53 39.33 39.04 39.37 39.83 39.24 46.68 45.92 46.93 39.42 39.86 39.68 44.50 39.67 44.96 38.98 45.78 39.80 39.20 36.84 42.90 39.28 39.10 42.18 39.55
1091 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 39.57 45.85 39.09 39.29 44.77 39.55 39.81 39.20 44.06 42.73 39.59 38.83 39.43 45.79 39.78 40.04 39.12 44.51 40.02 46.33 44.63 36.61 39.25 39.20 43.36 38.79
1120 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 40.10 39.09 39.28 39.18 38.82 39.61 47.26 39.32 46.30 38.86 39.62 39.71 39.22 39.04 39.71 39.31 42.32 44.08 39.85 39.71 43.94 38.79 38.92 39.38 39.01 39.01
1121 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 39.33 39.60 39.28 39.46 44.88 44.21 40.16 39.47 45.60 39.04 39.81 39.62 39.72 39.10 38.89 44.89 39.38 38.74 39.36 39.56 39.20 38.64 38.88 39.49 37.88 39.38
1122 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 39.37 39.31 39.23 39.62 39.66 44.82 45.23 41.93 39.19 38.80 43.70 39.83 39.32 45.00 39.56 39.64 39.01 45.12 40.10 44.68 38.56 39.07 38.89 39.54 39.71 39.52
1123 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 45.94 39.93 39.41 39.44 39.38 39.65 46.71 39.00 46.16 39.59 39.94 39.57 45.60 38.96 39.46 45.67 39.13 44.52 39.76 42.69 42.66 44.57 43.08 39.27 39.43 38.87


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 16 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 86.84 19.58 84.47 84.49 82.25 69.42 85.30 87.93 86.08 87.19 83.44 86.09 86.00 87.37 86.72 87.76 87.53 87.14 86.99 68.60 86.44 72.38 86.18 59.37 85.40 58.81
1 372 16 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.69 84.65 86.50 85.91 86.58 84.16 85.58 88.68 88.67 81.86 87.13 69.30 84.25 81.77 82.28 87.17 81.68 87.35 89.36 70.48 87.18 84.74 85.86 84.31 86.99 60.63
2 372 16 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 89.17 81.47 87.39 85.51 86.06 69.12 85.20 87.82 86.69 83.82 84.71 81.43 85.10 85.88 85.35 87.11 87.07 90.11 86.67 87.82 79.31 87.09 86.57 86.18 84.91 85.49
3 372 16 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 87.83 68.99 87.04 84.02 67.72 86.83 88.00 87.09 88.11 87.82 86.38 87.34 87.75 89.04 86.38 87.44 85.35 87.49 88.60 87.51 61.38 86.30 88.17 85.31 61.12 60.97
32 372 16 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 86.34 85.79 83.01 85.32 83.37 87.23 86.98 79.92 88.13 82.26 68.71 85.92 19.58 86.84 87.28 85.48 83.12 83.87 88.87 89.12 87.56 87.51 82.70 85.71 87.15 82.01
33 372 16 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 89.37 83.23 87.95 86.17 89.16 90.00 88.67 88.75 89.50 88.76 87.67 87.85 88.83 87.45 85.62 89.68 68.73 88.60 87.31 85.82 87.44 88.01 85.11 87.49 88.58 87.56
34 372 16 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 84.41 85.91 88.49 86.88 86.39 84.88 86.11 85.96 87.85 88.74 89.01 88.55 85.25 86.12 86.42 85.19 87.89 86.44 89.71 83.05 86.33 87.60 87.54 59.51 87.08 59.52
35 372 16 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.10 87.43 87.51 81.35 67.62 87.55 88.23 87.60 88.72 89.16 88.85 86.51 86.58 83.69 87.93 88.36 84.89 87.79 89.62 81.74 87.99 86.07 83.49 86.52 85.84 87.42
64 372 16 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 68.86 67.87 82.60 59.30 88.87 68.60 84.99 84.40 87.89 88.35 87.62 87.75 87.85 87.71 86.39 69.41 69.29 87.19 86.18 70.16 84.43 87.43 86.20 67.77 59.97 85.83
65 372 16 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.19 85.87 88.93 83.53 83.10 84.00 87.10 87.97 89.21 88.58 87.46 87.93 89.22 88.11 86.64 87.96 86.02 89.13 88.96 89.31 86.03 60.30 88.51 87.04 85.02 86.60
66 372 16 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.55 19.58 86.54 86.34 83.17 87.14 88.73 85.84 88.05 87.97 87.08 69.84 88.67 84.97 84.45 87.65 87.37 88.17 88.48 87.32 60.21 87.26 85.94 85.83 86.81 85.78
67 372 16 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.54 86.11 87.65 83.76 69.84 85.80 70.54 87.22 87.56 87.57 89.77 70.22 88.74 86.82 85.28 90.81 86.67 87.70 85.87 88.73 86.78 88.31 88.26 77.80 87.23 88.02
96 372 16 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 39.17 39.44 39.54 39.47 39.52 39.86 39.81 39.51 39.56 39.92 39.74 40.18 39.89 39.36 39.23 40.19 39.57 39.15 39.21 40.15 39.29 39.17 39.78 39.17 38.64 39.36
97 372 16 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 39.83 39.76 39.03 39.60 39.62 19.58 40.05 39.82 84.59 39.13 39.93 39.99 39.80 19.58 39.92 40.04 39.41 39.71 39.89 40.37 39.40 38.90 38.97 39.62 39.31 39.54
98 372 16 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 39.35 39.73 39.10 39.17 39.27 39.62 39.03 39.79 39.94 39.85 40.08 39.81 40.12 39.49 39.34 40.28 39.40 39.65 39.73 40.11 39.64 38.90 39.31 40.05 39.35 82.52
99 372 16 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 39.59 39.65 39.42 39.69 39.71 39.95 40.08 39.61 39.86 43.40 40.30 40.25 39.63 39.84 39.76 39.94 39.37 39.69 39.38 40.44 39.22 39.25 39.85 39.21 39.21 63.44
128 372 16 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 39.39 39.64 39.40 39.15 39.19 40.12 40.32 39.77 39.77 84.53 39.81 40.23 40.22 39.21 39.38 39.78 40.10 39.64 42.43 40.77 39.61 39.55 39.85 39.70 39.44 39.68
129 372 16 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 39.78 39.27 39.83 39.67 39.56 39.88 39.42 40.19 39.48 39.39 19.58 40.44 39.95 40.13 40.03 39.42 39.82 39.88 40.03 40.02 39.69 39.32 39.57 39.26 38.85 39.47
130 372 16 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 39.86 39.65 39.49 39.41 40.15 40.34 39.73 40.08 39.72 39.70 39.82 40.10 39.83 39.67 40.14 40.32 39.72 41.98 40.27 42.29 39.88 39.74 39.68 39.37 39.26 39.73
131 372 16 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 39.81 39.92 39.77 39.53 39.40 40.23 40.00 39.70 87.21 19.58 40.13 40.24 39.53 40.21 39.74 40.21 40.15 39.72 42.12 39.98 39.26 38.72 40.05 39.93 39.58 39.37
160 372 16 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 39.49 39.43 39.68 39.80 39.59 43.70 40.13 40.13 40.11 39.54 39.90 40.07 42.30 39.94 40.06 39.76 39.96 39.62 39.96 39.84 40.10 39.52 39.05 39.63 39.96 39.49
161 372 16 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 40.04 39.51 39.93 39.84 39.86 40.04 39.97 40.06 39.78 39.65 40.12 40.27 41.46 42.21 39.68 39.67 39.55 39.73 39.92 40.39 39.58 39.27 39.86 39.58 39.27 39.56
162 372 16 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 39.74 39.53 39.92 39.59 39.39 40.16 40.09 39.66 39.73 39.81 40.40 39.98 40.06 39.92 39.62 39.80 39.88 39.75 39.83 39.77 39.02 39.20 39.53 39.70 39.58 39.55
163 372 16 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 40.00 39.25 39.46 40.06 39.73 40.51 40.12 40.24 40.17 39.66 39.92 40.15 83.57 39.90 40.09 85.58 39.22 83.49 40.44 39.98 39.55 39.07 39.23 39.54 39.35 39.17
192 372 16 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 39.66 39.35 39.32 39.52 39.28 39.27 84.49 39.55 39.89 38.84 39.81 40.36 39.54 39.27 38.87 39.78 39.22 39.54 40.21 39.85 38.78 39.02 39.59 39.51 39.23 39.36
193 372 16 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 39.84 39.65 39.78 39.77 39.56 39.52 40.08 39.94 40.19 40.28 40.16 39.94 43.86 39.73 39.23 39.95 39.83 39.54 39.98 40.22 39.86 39.03 39.57 39.80 39.84 39.08
194 372 16 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 39.54 39.73 39.60 39.30 43.06 40.38 40.14 39.78 39.84 39.74 40.03 40.03 40.59 39.34 39.46 40.02 39.24 39.46 40.21 42.02 38.83 39.32 39.76 39.13 39.50 39.69
195 372 16 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 39.32 43.09 39.66 39.30 39.63 40.20 40.07 39.56 39.88 39.91 41.29 40.46 39.89 39.50 39.12 82.34 39.77 39.48 39.79 40.26 39.85 19.58 39.77 39.62 39.55 39.62
224 372 16 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 39.66 39.99 39.92 39.58 39.06 40.15 40.29 38.93 40.04 38.59 39.95 40.20 39.79 39.71 40.12 80.47 39.70 85.25 40.23 40.01 39.56 39.64 19.58 39.01 39.23 39.60
225 372 16 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 39.91 39.98 85.16 39.73 39.55 39.86 39.89 40.11 39.52 39.58 40.23 40.08 40.41 40.03 39.79 40.43 40.08 39.67 40.14 39.83 39.48 39.47 39.46 39.41 39.26 39.65
226 372 16 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 40.03 39.58 39.48 39.62 39.64 40.08 40.08 40.05 40.50 39.92 42.13 40.36 83.00 39.72 39.71 39.20 39.63 41.78 40.19 42.10 39.24 39.76 39.26 39.62 39.65 39.49
227 372 16 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 39.57 39.46 39.33 39.20 39.48 40.21 39.96 38.91 39.32 39.81 40.23 86.23 40.27 39.97 39.83 40.11 40.10 39.78 41.77 40.12 39.50 39.53 39.91 39.29 39.49 39.41
256 372 16 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 40.23 39.82 40.05 39.79 39.87 40.15 39.91 39.95 40.26 39.38 40.19 39.90 41.45 39.27 39.58 39.56 85.96 39.91 40.09 40.38 39.64 39.63 40.30 39.01 39.60 39.71
257 372 16 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 40.03 39.78 39.16 39.30 39.33 40.13 40.23 40.02 40.11 39.66 40.21 40.17 39.88 40.17 39.84 42.32 40.13 39.95 41.89 40.40 39.81 39.48 39.42 39.88 39.85 39.95
258 372 16 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 39.59 40.05 39.77 40.07 39.86 40.33 40.20 39.59 40.16 39.50 40.19 40.13 40.16 40.12 39.45 39.26 39.61 40.19 40.02 40.04 39.37 39.24 40.13 39.72 39.26 39.57
259 372 16 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 39.45 39.70 39.18 39.72 39.77 40.16 40.26 39.68 39.70 41.07 40.38 40.43 40.23 39.69 39.39 39.66 39.92 39.53 39.77 40.08 39.22 39.89 39.98 39.74 39.61 39.62
288 372 16 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 85.11 84.46 85.85 84.12 86.88 85.23 86.06 84.71 88.18 87.92 86.52 85.81 85.17 82.10 83.60 88.97 81.32 81.67 88.69 88.47 87.55 83.64 85.35 60.58 83.45 82.13
289 372 16 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 84.72 85.61 86.89 84.24 86.25 86.66 86.71 88.23 87.25 87.70 83.53 84.78 87.61 88.85 85.21 87.14 88.81 88.69 87.21 86.06 86.10 86.56 59.74 83.99 85.39 87.28
290 372 16 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 83.73 85.35 83.86 86.85 87.48 84.92 86.98 85.24 87.86 87.81 88.16 88.24 89.75 88.60 83.87 84.52 84.98 85.59 87.50 87.52 86.89 84.72 86.50 84.63 82.85 62.67
291 372 16 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.78 86.49 88.90 79.97 87.53 86.30 70.72 86.99 86.42 90.39 89.91 69.17 88.62 88.67 87.79 88.16 88.11 87.76 88.00 88.02 86.37 72.37 88.92 86.11 84.39 60.29
320 372 16 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 80.74 88.94 85.55 85.42 80.73 70.10 70.57 88.87 83.86 86.04 87.72 86.11 87.94 87.29 88.03 84.54 81.99 88.38 86.64 87.54 77.24 82.70 85.41 80.35 86.45 59.84
321 372 16 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 70.24 86.68 88.00 82.48 83.34 87.39 85.30 87.99 87.98 90.75 87.33 86.95 87.29 69.99 86.28 88.56 89.47 88.88 89.17 88.13 87.67 87.18 85.63 59.57 87.69 85.04
322 372 16 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.60 85.45 86.06 83.85 72.30 89.06 71.19 85.13 86.12 86.77 88.03 87.22 88.40 84.64 84.59 88.93 83.29 85.61 87.91 70.06 88.05 87.28 88.48 87.41 59.13 86.59
323 372 16 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 86.19 83.70 88.36 86.72 86.62 86.45 87.85 89.33 89.45 85.46 70.20 68.49 86.62 86.49 86.34 84.85 88.56 87.43 88.76 90.53 85.62 87.26 60.35 86.43 86.98 86.27
352 372 16 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 84.38 84.37 83.69 51.89 82.77 85.74 86.52 87.10 87.78 81.77 85.13 69.27 83.39 87.73 86.89 87.65 84.39 85.19 87.73 87.27 87.21 59.79 60.20 88.10 87.36 87.79
353 372 16 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.37 84.46 88.27 84.92 83.03 69.16 88.18 90.45 89.60 89.57 87.44 69.05 87.77 85.67 87.67 89.40 88.28 87.26 88.46 88.78 87.07 87.89 85.27 86.72 88.14 88.15
354 372 16 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 88.55 84.27 83.26 84.37 87.71 81.65 87.30 85.91 87.83 87.06 69.98 84.27 87.80 88.88 85.76 87.84 88.11 89.19 88.56 68.83 86.87 85.48 87.60 82.99 86.80 85.85
355 372 16 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.86 87.01 87.74 85.56 87.27 89.57 88.41 86.22 87.67 88.46 90.13 85.81 87.35 86.91 88.13 88.01 87.87 87.86 90.20 87.76 87.58 89.34 64.90 86.70 60.84 86.01
384 372 16 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 39.52 39.63 39.08 39.39 39.38 39.81 39.32 39.65 39.44 43.53 40.36 39.96 39.98 39.34 39.11 39.81 39.07 39.46 39.89 39.98 39.51 38.58 39.39 38.48 38.63 39.13
385 372 16 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 39.29 39.45 39.64 39.88 39.14 39.89 40.15 39.54 39.55 40.75 40.10 40.04 40.18 39.19 39.56 39.47 39.72 39.97 39.90 39.89 39.49 39.11 43.73 39.87 39.79 39.83
386 372 16 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 39.06 39.48 38.87 39.31 39.35 39.97 40.30 39.58 39.81 39.88 40.38 43.92 40.06 39.21 39.76 39.79 39.38 39.69 40.39 39.77 39.34 39.67 39.11 39.92 39.61 39.52
387 372 16 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 39.35 39.82 39.38 39.58 39.19 39.89 39.95 39.78 39.68 39.90 39.96 40.19 39.75 39.99 39.53 40.19 39.47 84.30 43.88 40.25 39.66 39.25 39.38 39.83 39.34 39.38
416 372 16 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 39.62 41.80 39.82 39.51 39.53 40.39 40.37 39.73 40.17 42.83 40.16 39.31 39.84 39.39 39.51 40.13 39.12 39.58 40.16 39.82 43.73 39.19 40.03 39.79 39.57 39.62
417 372 16 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 39.99 39.95 39.91 39.52 39.53 40.14 39.80 39.72 40.23 39.92 40.25 40.19 40.16 40.37 39.88 40.10 39.82 39.85 39.73 40.08 39.17 39.56 39.76 39.92 38.91 39.67
418 372 16 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 39.91 39.91 39.70 39.90 39.49 40.11 39.97 40.01 39.10 39.09 40.11 40.31 40.25 39.55 39.98 39.73 39.71 39.94 42.62 40.09 39.20 39.34 39.03 39.65 39.09 39.42
419 372 16 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 39.98 39.86 39.67 39.98 39.41 40.13 39.69 39.89 39.90 39.47 40.13 40.08 42.16 40.06 39.92 39.44 39.95 39.82 40.33 83.28 39.31 38.69 38.98 39.78 39.61 39.32
448 372 16 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 40.01 39.46 39.88 40.05 39.77 40.42 40.58 39.78 39.93 39.53 40.49 40.02 39.63 40.32 39.58 39.78 40.21 39.11 40.15 40.22 39.54 39.56 39.61 39.72 39.63 39.99
449 372 16 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 39.92 39.57 40.04 39.78 39.52 40.42 40.44 39.27 40.01 39.71 40.11 39.86 39.89 39.34 39.73 88.05 40.17 39.94 40.34 40.12 39.33 39.70 39.54 39.68 39.63 39.60
450 372 16 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 39.66 39.71 39.78 39.65 39.64 40.31 40.04 39.92 39.92 39.76 40.04 40.01 40.21 39.87 39.86 84.34 39.52 39.63 39.83 40.20 39.36 38.99 39.81 39.46 39.44 39.84
451 372 16 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 40.15 39.79 40.04 39.27 39.43 40.28 40.48 39.89 40.31 39.88 40.36 39.83 40.22 39.76 40.03 40.12 41.72 39.39 40.11 39.83 38.84 39.50 39.43 39.85 39.43 39.59
480 372 16 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 39.31 40.40 39.45 39.37 39.21 39.82 39.93 39.89 39.92 39.63 40.02 39.98 39.68 39.67 39.81 40.36 39.82 39.56 44.02 39.81 39.76 39.23 38.76 38.57 39.55 39.22
481 372 16 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 39.36 39.44 39.63 39.54 39.75 39.90 39.88 40.21 39.64 39.25 40.11 41.63 39.98 40.17 39.40 39.73 39.51 39.42 40.15 40.26 39.33 39.12 38.97 39.63 39.04 38.46
482 372 16 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 39.46 39.81 39.56 39.15 39.23 40.18 40.14 40.08 81.47 39.74 39.96 40.20 39.67 39.40 39.57 39.32 39.49 39.82 42.66 43.89 39.42 39.41 39.91 39.83 38.97 39.53
483 372 16 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 39.98 39.95 39.49 43.58 38.91 39.95 39.84 39.56 39.67 39.63 40.21 40.11 40.27 43.31 43.85 40.00 39.70 40.00 40.14 40.07 39.50 39.14 39.30 39.44 39.52 39.33
512 372 16 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 42.60 39.49 39.40 39.49 39.57 40.12 40.67 39.39 42.80 39.79 40.12 40.03 89.28 41.49 39.77 39.78 39.30 39.37 41.58 44.19 39.16 39.47 39.54 39.70 39.54 38.71
513 372 16 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 39.99 39.81 39.87 39.41 39.33 40.13 39.58 39.85 39.38 39.64 40.36 40.11 39.63 42.38 39.67 39.44 39.76 39.42 40.21 40.23 39.45 39.26 40.07 39.48 39.50 39.73
514 372 16 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 40.03 39.96 39.72 39.47 39.51 40.45 40.20 40.06 39.86 39.79 40.11 39.78 40.08 39.82 39.69 39.68 39.84 39.41 40.13 39.85 39.34 39.55 39.95 39.85 39.95 39.22
515 372 16 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 40.13 39.46 39.12 39.95 39.79 40.26 40.43 39.96 85.34 39.78 40.27 39.75 39.82 39.93 39.91 39.78 39.74 40.06 39.87 40.06 39.80 39.36 39.54 41.90 39.27 39.44
544 372 16 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 39.37 39.91 39.11 40.05 40.05 40.11 40.28 39.99 40.24 39.60 40.09 40.25 40.25 39.69 39.90 39.92 43.61 39.71 39.91 39.96 39.86 39.47 39.27 39.74 39.56 39.58
545 372 16 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 40.46 39.84 39.61 39.74 39.65 40.28 40.12 39.68 40.33 39.83 39.62 40.43 40.26 40.01 40.03 40.08 39.84 39.92 40.38 40.05 39.44 39.45 39.59 39.73 39.46 39.51
546 372 16 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 41.59 39.76 39.71 39.63 39.77 40.10 40.10 40.00 40.38 39.47 41.11 39.75 41.16 39.65 39.72 81.14 40.34 39.59 40.34 39.97 39.66 39.53 39.50 39.47 39.58 39.86
547 372 16 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 39.98 39.83 39.61 39.79 39.70 40.10 40.30 39.84 40.14 39.66 40.22 39.91 40.31 40.26 39.49 40.22 40.04 40.58 40.14 40.12 39.53 39.71 40.19 39.50 39.79 39.44
576 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.75 88.10 88.32 87.45 87.75 68.49 88.72 89.13 89.16 88.61 88.38 88.22 87.77 88.80 89.73 89.50 70.12 69.69 88.41 88.14 88.55 86.83 88.27 88.82 87.52 85.78
577 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.49 71.81 88.54 88.22 88.43 87.56 87.26 87.56 89.25 87.42 87.72 88.64 89.01 88.56 86.82 90.28 90.18 88.79 88.04 86.60 87.64 85.49 87.81 85.95 86.75 87.32
578 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.26 88.40 88.24 70.19 88.99 87.24 87.01 87.80 70.68 88.61 88.32 68.98 89.44 88.46 86.55 88.29 87.57 85.89 88.05 87.26 87.17 87.99 90.72 86.60 88.47 85.54
579 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 69.73 89.17 89.84 87.25 87.27 87.90 89.16 88.42 86.77 88.82 70.93 86.06 87.91 86.30 85.93 89.43 84.33 87.29 70.12 88.59 89.37 87.29 87.78 86.95 88.52 86.72
608 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.45 87.02 86.89 87.95 87.16 88.94 88.81 86.88 90.12 88.70 87.59 88.20 87.07 88.21 85.85 90.60 88.87 87.28 89.15 69.52 88.18 83.70 88.48 87.95 87.44 86.65
609 372 16 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.00 70.35 70.94 88.99 88.67 86.94 86.53 70.55 90.31 70.81 88.51 69.89 70.30 88.64 70.52 89.17 87.94 87.75 87.93 69.97 86.15 87.02 90.58 86.92 87.24 86.51
610 372 16 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.33 70.45 89.57 87.01 70.69 88.04 71.76 88.11 88.66 90.21 86.36 69.73 86.95 71.09 86.77 88.88 88.03 70.24 90.43 87.57 87.98 87.61 87.45 59.17 87.76 87.37
611 372 16 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 86.22 90.11 86.89 86.90 86.58 86.87 88.54 88.63 88.93 89.31 88.74 87.64 89.74 70.40 86.84 87.50 88.12 85.82 87.40 87.42 88.11 85.49 90.49 87.94 87.43 86.60
640 372 16 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 89.37 89.28 90.02 87.36 89.80 87.52 88.89 89.62 71.29 70.23 69.79 87.60 70.59 88.68 87.56 71.65 89.54 69.73 87.72 69.49 85.56 89.27 60.61 86.76 87.79 87.80
641 372 16 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.68 88.34 86.37 86.40 89.41 86.70 89.13 89.54 88.58 88.05 85.55 70.86 88.72 89.14 88.88 88.47 70.98 88.47 89.05 87.71 88.29 57.72 88.20 87.66 60.68 88.08
642 372 16 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 90.02 87.28 89.07 86.56 89.18 68.43 85.29 88.20 88.23 90.22 68.09 69.34 69.66 87.68 88.69 86.86 71.16 69.02 69.81 67.72 87.43 85.83 59.49 86.44 88.02 86.15
643 372 16 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.22 86.48 70.22 87.37 88.05 85.38 90.06 88.77 71.45 71.22 70.58 69.10 89.52 70.43 57.92 88.28 88.82 88.64 70.22 89.27 88.35 87.64 89.97 88.36 87.55 87.92
672 372 16 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 39.59 39.48 39.09 38.70 38.43 39.42 39.37 39.35 38.81 39.31 37.67 39.86 40.59 42.06 38.92 41.16 39.19 39.03 39.09 37.37 39.45 37.78 39.61 37.19 39.61 39.31
673 372 16 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 39.32 39.30 39.58 39.51 39.41 40.06 39.70 39.12 39.34 39.59 41.48 41.90 39.40 39.12 39.67 39.46 38.19 40.43 36.55 39.61 39.57 39.31 39.59 39.92 39.29 39.54
674 372 16 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 40.85 39.63 39.81 39.40 39.65 40.09 39.59 39.52 42.09 40.36 40.08 39.94 39.22 39.76 39.43 40.41 40.04 39.28 40.07 43.94 38.99 39.52 39.75 39.87 40.03 39.68
675 372 16 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 39.67 37.78 39.05 41.90 39.86 38.97 39.67 39.73 41.06 38.89 38.72 40.28 41.47 39.33 39.78 42.03 39.43 38.70 39.97 39.72 38.80 38.35 39.34 39.78 39.27 39.51
704 372 16 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 41.63 39.85 39.89 39.07 39.35 39.57 40.31 40.87 39.48 38.87 41.72 41.20 40.73 39.29 40.15 41.68 40.04 38.30 41.09 39.60 39.44 38.90 39.34 39.31 39.15 39.44
705 372 16 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 39.71 42.25 41.58 39.82 39.40 39.55 41.05 42.48 39.21 38.70 40.05 40.07 39.68 39.75 39.69 41.71 38.61 42.03 42.52 39.91 38.97 39.08 39.82 39.66 39.60 39.31
706 372 16 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 39.35 39.65 41.95 39.47 39.76 40.08 40.11 39.29 35.10 40.80 41.22 39.94 40.35 41.40 39.42 39.14 39.56 39.16 39.55 39.73 39.18 39.04 39.14 39.55 39.48 39.01
707 372 16 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 39.92 39.89 39.48 39.34 39.32 39.87 39.82 39.57 41.58 41.81 39.79 37.74 41.87 39.06 39.38 39.12 38.52 39.20 39.20 41.54 39.30 38.16 39.17 39.53 39.51 39.82
736 372 16 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 39.04 39.79 39.41 39.33 39.08 40.30 42.25 39.76 39.03 38.86 40.72 40.06 39.14 39.29 37.49 41.19 39.68 39.23 41.73 39.77 39.47 39.18 39.08 39.33 39.00 39.67
737 372 16 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 40.13 39.61 42.06 41.10 38.65 39.68 40.60 39.43 39.00 38.62 40.12 39.80 39.71 38.68 39.49 41.02 39.14 39.88 39.96 41.69 39.03 37.91 39.75 39.90 39.87 41.64
738 372 16 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 39.37 41.56 39.61 39.76 39.09 40.03 39.96 41.23 39.91 41.49 39.56 39.75 40.67 41.16 39.38 39.77 39.57 40.12 41.52 40.00 39.96 39.54 39.45 39.73 38.98 39.75
739 372 16 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 39.73 39.49 39.73 39.73 39.28 40.58 40.07 38.81 39.52 38.90 40.09 40.01 39.77 41.85 39.23 40.07 38.98 39.01 39.99 39.92 39.08 39.23 39.89 39.72 39.81 84.51
768 372 16 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 35.96 39.62 39.50 39.65 39.38 39.70 41.89 39.46 41.86 37.34 39.90 40.23 40.03 39.56 39.56 37.83 39.53 43.71 31.69 39.62 37.52 38.35 38.83 39.07 39.29 39.63
769 372 16 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 39.01 39.72 42.68 39.26 38.64 40.12 40.10 39.56 38.91 39.20 40.20 40.00 39.31 39.63 39.35 39.54 38.99 36.97 38.42 40.00 35.72 39.39 38.97 40.01 39.13 40.09
770 372 16 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 39.61 39.90 38.58 39.22 39.02 40.32 41.92 39.53 41.36 41.17 39.83 39.79 39.32 39.40 39.44 39.54 39.74 38.88 40.04 40.18 39.72 38.94 39.61 39.56 38.67 39.89
771 372 16 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 39.06 39.29 39.19 39.68 41.04 43.75 41.62 39.23 41.84 39.42 38.22 40.35 39.95 38.84 38.96 41.31 41.54 39.58 39.92 38.80 39.12 39.50 39.63 39.06 40.01 40.06
800 372 16 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 42.31 39.77 41.80 39.50 39.14 39.60 39.23 39.50 39.08 40.93 40.09 39.97 39.66 39.32 39.50 41.74 39.83 38.90 40.90 40.53 39.13 83.66 39.04 39.57 39.11 39.44
801 372 16 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 38.45 39.62 39.39 39.72 38.52 39.72 43.30 41.01 42.38 39.00 41.48 39.97 39.88 39.30 40.11 39.90 38.34 39.31 39.84 40.90 39.24 38.26 39.66 39.97 39.53 39.06
802 372 16 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 39.89 39.70 39.69 40.37 38.94 40.42 39.39 39.19 41.92 37.90 40.05 39.82 40.93 38.78 39.33 39.39 39.64 40.72 39.51 40.02 39.37 39.43 40.01 39.46 39.47 38.89
803 372 16 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 39.64 39.66 39.55 39.21 39.51 40.12 41.10 41.24 39.84 41.04 39.78 38.86 40.35 39.39 39.47 38.53 41.65 41.12 42.14 39.85 39.42 39.65 40.10 39.48 37.08 39.78
832 372 16 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 41.61 39.75 41.84 39.66 39.48 40.93 38.82 39.42 38.92 38.69 39.83 39.89 39.77 40.65 39.42 40.44 37.76 40.50 39.81 40.27 38.19 39.61 39.24 39.01 39.27 38.36
833 372 16 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 41.73 39.92 39.59 39.28 39.59 39.61 41.54 39.02 39.52 39.07 39.87 39.97 40.09 39.19 39.32 40.87 39.40 35.80 39.67 43.38 39.75 39.73 39.84 39.69 39.79 39.51
834 372 16 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 42.84 39.79 39.55 39.19 40.45 39.44 40.25 38.98 39.44 39.34 40.04 39.92 39.76 39.40 39.52 39.62 38.06 38.69 40.04 39.53 39.78 39.39 38.92 39.82 40.13 39.21
835 372 16 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 40.45 39.46 42.32 39.52 38.95 39.47 38.67 39.39 39.71 40.38 39.89 41.26 39.62 41.78 39.50 40.99 41.08 40.66 39.20 40.77 39.70 39.83 38.55 39.48 39.40 39.33
864 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.95 87.99 90.66 87.77 89.05 87.13 88.65 87.36 89.28 87.78 90.03 88.23 89.52 88.26 87.06 89.69 87.54 71.05 87.56 86.98 88.50 88.12 89.66 86.72 89.34 86.58
865 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.09 88.77 89.34 87.56 88.21 86.99 89.37 87.88 86.66 89.00 88.38 86.14 89.13 89.18 85.32 89.41 88.49 77.25 87.51 88.23 69.36 86.23 86.20 85.17 88.55 85.98
866 372 16 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 89.33 89.40 87.01 88.44 87.35 87.12 72.92 88.83 89.00 89.03 70.91 68.93 87.95 89.84 87.70 89.17 86.52 90.65 88.60 86.65 87.78 87.45 89.43 85.41 84.77 85.55
867 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.54 88.93 89.49 86.70 90.67 87.54 89.32 88.36 88.57 89.23 86.76 86.87 72.36 89.21 85.89 89.43 87.98 89.25 88.93 87.58 87.69 86.39 88.24 86.31 69.88 87.16
896 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 70.01 87.19 90.82 87.71 90.28 88.01 88.20 87.66 89.35 88.70 88.86 86.19 89.12 88.53 87.93 89.87 86.89 89.31 87.14 88.32 88.44 88.43 89.91 87.25 89.47 86.68
897 372 16 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 90.23 86.21 88.75 88.45 70.36 87.50 89.19 87.94 89.83 89.27 88.55 71.34 88.42 70.91 86.73 89.27 89.57 91.30 88.14 86.73 88.80 87.27 87.22 88.07 88.26 87.78
898 372 16 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.13 88.01 90.67 88.24 87.29 67.71 71.16 88.20 88.44 89.59 68.50 69.79 71.07 90.31 69.27 88.84 70.17 87.65 70.34 87.08 68.11 85.89 89.41 85.98 89.18 87.14
899 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.52 86.86 89.93 88.67 85.24 87.91 89.13 88.73 70.57 89.52 88.38 89.65 86.97 88.88 86.74 89.96 89.38 89.22 88.39 86.70 89.54 88.21 87.89 88.52 88.24 89.35
928 372 16 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 69.40 89.67 89.78 85.63 87.62 86.17 88.77 87.08 87.91 88.64 87.63 87.45 68.21 88.41 86.41 69.61 87.09 87.84 89.87 69.42 88.64 86.89 87.30 59.86 58.84 59.81
929 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.45 87.30 88.52 87.96 89.34 86.47 89.31 86.15 88.13 89.99 70.90 86.69 88.06 89.55 86.55 88.82 88.82 87.91 87.50 88.79 87.72 59.52 88.65 57.45 61.47 87.40
930 372 16 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.40 87.65 88.04 88.38 89.20 87.84 89.01 87.92 70.12 70.24 87.66 85.26 70.57 84.71 87.98 89.41 86.88 88.97 88.22 87.40 59.38 85.98 87.55 87.48 87.92 87.34
931 372 16 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.84 88.49 87.81 86.59 88.92 89.54 87.08 88.51 90.41 71.48 88.84 86.77 88.86 87.79 85.91 89.56 88.50 88.36 69.41 86.89 89.26 86.08 89.25 59.29 88.13 88.22
960 372 16 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 38.86 39.82 37.43 39.12 39.62 39.53 39.63 39.40 39.88 38.30 39.85 39.82 39.20 39.59 39.29 39.90 37.68 40.63 40.46 39.87 39.13 39.65 38.97 40.05 39.39 38.80
961 372 16 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 41.45 39.22 41.67 38.58 39.30 41.01 38.23 40.17 39.03 39.60 39.78 39.95 39.81 39.13 38.38 39.64 39.09 40.64 39.53 39.48 39.55 38.67 39.93 39.80 39.50 39.45
962 372 16 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 39.44 41.00 41.42 39.57 39.35 39.58 39.79 39.36 38.07 41.70 39.18 40.00 39.77 39.21 38.65 41.13 38.85 42.14 39.75 39.82 39.15 38.62 38.90 39.28 38.31 39.51
963 372 16 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 39.49 38.87 39.38 38.96 39.34 39.12 37.23 38.84 39.17 39.39 38.33 40.24 39.43 39.78 39.23 39.93 39.40 41.48 41.28 39.34 39.20 38.99 39.38 39.65 39.49 39.09
992 372 16 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 38.70 39.94 39.66 39.88 39.63 40.52 40.00 39.52 41.81 41.83 39.73 40.76 41.52 39.25 39.79 39.70 39.75 40.92 39.79 39.85 39.29 39.01 39.21 39.44 39.40 40.17
993 372 16 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 39.31 38.68 42.60 39.57 39.25 39.68 41.38 39.34 41.53 39.27 38.31 41.60 40.88 41.71 39.87 39.77 39.44 39.65 42.37 40.19 38.74 39.20 37.17 39.81 39.51 39.39
994 372 16 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 39.14 38.84 39.20 38.27 39.39 39.67 40.01 40.00 39.46 39.45 39.96 39.90 40.09 41.44 39.22 39.57 39.61 38.72 41.30 39.51 36.93 38.92 40.18 39.81 39.99 39.82
995 372 16 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 39.96 40.99 39.23 40.86 38.51 39.82 39.62 39.46 39.28 38.88 39.77 39.81 39.75 40.79 39.83 40.67 39.13 39.54 41.18 39.96 39.31 39.16 39.81 39.67 40.31 39.73
1024 372 16 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 39.59 39.53 39.72 39.80 38.97 39.98 41.98 39.56 39.48 39.30 39.31 39.50 39.72 39.31 39.66 40.92 38.81 39.41 43.83 39.90 38.89 39.74 40.06 39.87 39.56 39.77
1025 372 16 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 38.79 39.61 39.51 39.37 39.04 39.87 42.21 39.36 41.56 39.20 41.77 39.70 39.63 39.91 39.44 40.95 39.80 40.22 39.77 39.75 39.56 39.97 39.26 40.10 39.06 39.76
1026 372 16 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 38.93 39.70 39.85 39.58 39.67 39.59 39.44 39.13 39.74 38.18 40.42 40.43 40.11 39.07 39.87 41.37 39.15 38.87 39.61 40.04 37.36 39.73 39.19 39.68 39.74 39.65
1027 372 16 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 39.82 39.57 41.97 39.51 39.48 39.89 41.47 39.19 40.33 39.50 39.88 37.55 40.02 38.56 40.06 38.83 39.74 38.81 39.74 41.99 38.71 38.13 39.21 39.55 39.45 39.73
1056 372 16 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 40.04 40.37 38.66 39.63 39.56 40.24 39.85 42.48 38.89 39.14 39.60 40.00 40.28 38.68 39.79 42.46 39.82 39.76 39.97 39.95 39.10 39.28 40.14 39.64 39.36 39.47
1057 372 16 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 39.91 43.22 40.36 39.27 39.43 39.53 40.01 39.02 39.80 39.85 39.45 42.52 42.35 39.43 39.10 39.47 38.62 40.90 39.65 40.01 39.40 38.06 39.57 39.94 39.57 39.63
1058 372 16 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 39.73 39.22 39.28 39.56 39.28 39.30 39.37 41.32 42.60 41.53 39.35 39.82 39.54 36.53 39.03 39.48 37.53 40.37 41.83 39.95 39.72 39.00 39.40 39.54 39.40 40.94
1059 372 16 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 41.42 40.48 39.06 39.53 39.22 39.87 39.47 39.72 39.44 39.42 39.80 39.81 42.12 39.46 38.12 36.44 39.13 39.55 39.51 40.13 38.32 39.31 44.18 38.75 39.23 39.19
1088 372 16 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 39.84 39.37 39.54 39.92 38.51 39.63 39.24 41.82 39.69 39.01 39.66 39.86 39.47 39.95 39.52 39.86 39.55 41.31 39.67 39.83 39.43 39.37 39.73 39.17 39.38 39.63
1089 372 16 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 39.84 39.52 39.47 41.90 39.88 39.92 39.59 39.10 39.18 41.66 39.71 39.58 39.29 40.22 42.35 40.66 39.37 40.47 39.64 39.62 39.40 39.66 39.73 39.22 40.40 38.56
1090 372 16 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 41.89 39.57 39.08 39.04 39.40 40.04 39.29 41.66 42.14 42.36 39.77 39.92 39.85 41.05 39.48 42.74 39.07 41.01 39.74 39.54 36.37 38.79 39.88 39.98 36.87 39.94
1091 372 16 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 39.22 42.79 39.33 39.33 41.02 39.96 39.81 39.09 39.93 38.78 39.44 39.53 39.58 41.52 39.81 40.26 39.20 40.82 39.94 41.97 39.66 37.11 39.71 39.79 38.75 39.23
1120 372 16 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 39.68 38.72 39.27 39.35 38.24 39.46 42.24 39.40 41.77 39.02 39.67 39.93 39.07 39.16 39.55 39.59 37.80 39.81 39.68 39.56 38.63 39.38 39.44 39.46 39.57 39.33
1121 372 16 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 39.31 39.53 39.02 39.54 39.79 39.89 39.84 39.90 40.19 38.69 39.85 39.87 39.92 39.46 38.94 40.79 39.34 38.90 39.60 39.91 39.72 39.04 39.29 40.00 38.21 39.88
1122 372 16 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 39.16 39.14 39.22 39.37 39.66 40.43 39.98 37.64 39.60 38.91 39.64 39.84 39.62 40.67 39.36 39.81 39.14 40.07 40.02 40.54 38.97 39.34 39.37 40.02 39.81 39.64
1123 372 16 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 41.99 39.88 39.47 39.55 39.24 39.20 42.00 39.20 40.91 39.53 40.17 39.86 40.21 39.50 39.72 40.98 39.29 40.36 39.89 36.09 38.88 40.34 39.50 39.94 39.66 39.33


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
899 84.68 84.67 85.80 86.68 84.25 88.50 86.09 85.44 75.09 87.36 86.37 87.01 86.64 87.08 85.78 88.51 86.92 86.39 86.09 88.57 86.20 85.98 84.62 85.28 85.02 85.66 85.795385
577 84.43 73.98 85.00 84.59 86.09 87.43 85.87 85.02 88.30 85.56 87.42 86.85 86.39 85.73 85.94 86.66 86.14 85.35 88.42 86.64 86.12 84.31 84.19 82.91 85.88 86.21 85.439615
864 85.07 85.58 85.36 86.39 86.35 88.02 85.51 84.95 86.36 84.43 86.97 86.37 87.31 85.68 84.46 85.23 84.34 75.20 85.60 86.17 85.80 85.05 86.12 84.42 85.61 84.99 85.282308
896 72.82 85.17 86.19 85.06 86.69 85.89 86.02 86.54 85.38 86.17 88.60 84.83 86.26 85.94 86.24 86.24 87.08 87.16 85.70 84.83 82.86 82.91 86.98 83.63 85.41 84.15 85.182692
865 84.99 85.82 87.08 85.51 86.45 86.70 85.29 86.46 87.16 85.87 85.57 87.27 86.07 87.20 86.06 86.93 86.99 78.05 87.35 88.19 71.03 84.85 83.91 83.72 84.67 84.71 85.150000
608 82.38 84.89 84.35 84.69 84.37 86.62 85.31 86.14 87.65 86.01 87.39 85.84 86.93 85.04 85.81 84.78 85.69 87.79 86.97 74.44 84.21 81.45 84.32 82.92 87.28 84.94 84.931154
867 83.83 87.02 85.14 84.20 86.19 86.08 85.69 85.69 85.74 86.56 85.45 87.58 76.11 85.97 84.61 85.78 86.01 87.55 88.32 87.14 84.40 84.26 85.77 83.73 72.05 85.03 84.842308
611 85.06 86.65 84.72 84.11 84.24 84.87 86.53 84.56 86.05 86.53 86.20 85.04 85.48 72.86 85.67 87.11 84.77 86.24 85.54 87.02 83.07 84.96 85.00 84.53 83.18 84.58 84.791154
576 85.33 85.99 85.28 87.51 85.77 73.93 86.15 86.05 86.45 86.32 87.01 86.67 88.00 84.91 86.89 86.97 72.95 74.32 87.02 86.65 85.06 83.80 84.56 86.21 85.35 86.18 84.666538
579 73.78 87.35 86.76 85.24 85.30 86.16 87.35 86.60 84.76 86.33 73.05 87.77 86.19 85.54 85.32 87.42 84.93 86.41 75.27 87.09 85.45 85.90 85.30 82.92 85.37 85.98 84.597692

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
864 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 85.07 85.58 85.36 86.39 86.35 88.02 85.51 84.95 86.36 84.43 86.97 86.37 87.31 85.68 84.46 85.23 84.34 75.20 85.60 86.17 85.80 85.05 86.12 84.42 85.61 84.99
865 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 84.99 85.82 87.08 85.51 86.45 86.70 85.29 86.46 87.16 85.87 85.57 87.27 86.07 87.20 86.06 86.93 86.99 78.05 87.35 88.19 71.03 84.85 83.91 83.72 84.67 84.71
867 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 83.83 87.02 85.14 84.20 86.19 86.08 85.69 85.69 85.74 86.56 85.45 87.58 76.11 85.97 84.61 85.78 86.01 87.55 88.32 87.14 84.40 84.26 85.77 83.73 72.05 85.03
576 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 85.33 85.99 85.28 87.51 85.77 73.93 86.15 86.05 86.45 86.32 87.01 86.67 88.00 84.91 86.89 86.97 72.95 74.32 87.02 86.65 85.06 83.80 84.56 86.21 85.35 86.18
577 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 84.43 73.98 85.00 84.59 86.09 87.43 85.87 85.02 88.30 85.56 87.42 86.85 86.39 85.73 85.94 86.66 86.14 85.35 88.42 86.64 86.12 84.31 84.19 82.91 85.88 86.21
578 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 84.73 85.21 85.65 74.48 84.91 86.81 85.92 84.96 73.69 87.48 87.60 75.15 87.48 85.96 84.06 85.84 86.42 86.02 86.88 86.61 84.62 84.64 86.97 82.98 86.45 83.82
579 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 73.78 87.35 86.76 85.24 85.30 86.16 87.35 86.60 84.76 86.33 73.05 87.77 86.19 85.54 85.32 87.42 84.93 86.41 75.27 87.09 85.45 85.90 85.30 82.92 85.37 85.98
896 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 72.82 85.17 86.19 85.06 86.69 85.89 86.02 86.54 85.38 86.17 88.60 84.83 86.26 85.94 86.24 86.24 87.08 87.16 85.70 84.83 82.86 82.91 86.98 83.63 85.41 84.15
899 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 84.68 84.67 85.80 86.68 84.25 88.50 86.09 85.44 75.09 87.36 86.37 87.01 86.64 87.08 85.78 88.51 86.92 86.39 86.09 88.57 86.20 85.98 84.62 85.28 85.02 85.66
608 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 82.38 84.89 84.35 84.69 84.37 86.62 85.31 86.14 87.65 86.01 87.39 85.84 86.93 85.04 85.81 84.78 85.69 87.79 86.97 74.44 84.21 81.45 84.32 82.92 87.28 84.94
929 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.57 84.85 84.30 85.53 86.03 85.16 85.42 86.86 86.86 86.57 72.94 86.79 87.03 84.85 85.18 86.60 85.55 86.50 87.56 86.78 85.43 52.91 84.97 52.49 57.50 83.34 
Size of the All data:  (144, 29)
Size of the Sig data:  (11, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
2 372 16 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.95 87.99 90.66 87.77 89.05 87.13 88.65 87.36 89.28 87.78 90.03 88.23 89.52 88.26 87.06 89.69 87.54 71.05 87.56 86.98 88.50 88.12 89.66 86.72 89.34 86.58
4 372 16 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 89.09 88.77 89.34 87.56 88.21 86.99 89.37 87.88 86.66 89.00 88.38 86.14 89.13 89.18 85.32 89.41 88.49 77.25 87.51 88.23 69.36 86.23 86.20 85.17 88.55 85.98
6 372 16 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.54 88.93 89.49 86.70 90.67 87.54 89.32 88.36 88.57 89.23 86.76 86.87 72.36 89.21 85.89 89.43 87.98 89.25 88.93 87.58 87.69 86.39 88.24 86.31 69.88 87.16
7 372 16 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.75 88.10 88.32 87.45 87.75 68.49 88.72 89.13 89.16 88.61 88.38 88.22 87.77 88.80 89.73 89.50 70.12 69.69 88.41 88.14 88.55 86.83 88.27 88.82 87.52 85.78
1 372 16 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.49 71.81 88.54 88.22 88.43 87.56 87.26 87.56 89.25 87.42 87.72 88.64 89.01 88.56 86.82 90.28 90.18 88.79 88.04 86.60 87.64 85.49 87.81 85.95 86.75 87.32
9 372 16 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.26 88.40 88.24 70.19 88.99 87.24 87.01 87.80 70.68 88.61 88.32 68.98 89.44 88.46 86.55 88.29 87.57 85.89 88.05 87.26 87.17 87.99 90.72 86.60 88.47 85.54
8 372 16 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 69.73 89.17 89.84 87.25 87.27 87.90 89.16 88.42 86.77 88.82 70.93 86.06 87.91 86.30 85.93 89.43 84.33 87.29 70.12 88.59 89.37 87.29 87.78 86.95 88.52 86.72
3 372 16 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 70.01 87.19 90.82 87.71 90.28 88.01 88.20 87.66 89.35 88.70 88.86 86.19 89.12 88.53 87.93 89.87 86.89 89.31 87.14 88.32 88.44 88.43 89.91 87.25 89.47 86.68
0 372 16 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.52 86.86 89.93 88.67 85.24 87.91 89.13 88.73 70.57 89.52 88.38 89.65 86.97 88.88 86.74 89.96 89.38 89.22 88.39 86.70 89.54 88.21 87.89 88.52 88.24 89.35
5 372 16 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.45 87.02 86.89 87.95 87.16 88.94 88.81 86.88 90.12 88.70 87.59 88.20 87.07 88.21 85.85 90.60 88.87 87.28 89.15 69.52 88.18 83.70 88.48 87.95 87.44 86.65
10 372 16 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.45 87.30 88.52 87.96 89.34 86.47 89.31 86.15 88.13 89.99 70.90 86.69 88.06 89.55 86.55 88.82 88.82 87.91 87.50 88.79 87.72 59.52 88.65 57.45 61.47 87.40 
Size of the test data:  (11, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_16 86.450909 1.043757
mAP_valid_abs_values_10 86.241818 0.833724
mAP_valid_abs_values_19 85.925455 3.654866
mAP_valid_abs_values_8 85.882727 0.709071
mAP_valid_abs_values_7 85.874545 0.579351
mAP_valid_abs_values_13 85.855455 3.287626
mAP_valid_abs_values_14 85.809091 0.776575
mAP_valid_abs_values_20 85.737273 3.872640
mAP_valid_abs_values_5 85.672727 0.843707
mAP_valid_abs_values_12 85.648182 3.577012
mAP_valid_abs_values_6 85.572727 3.979098
mAP_valid_abs_values_3 85.537273 0.886985
mAP_valid_abs_values_15 85.486364 0.850967
mAP_valid_abs_values_23 85.246364 1.082426
mAP_valid_abs_values_26 85.000909 0.959776
mAP_valid_abs_values_17 84.820000 4.029568
mAP_valid_abs_values_2 84.593636 3.625359
mAP_valid_abs_values_4 84.534545 3.476324
mAP_valid_abs_values_11 84.397273 5.708448
mAP_valid_abs_values_9 84.312727 5.016650
mAP_valid_abs_values_21 83.743636 4.327025
mAP_valid_abs_values_18 83.703636 5.159497
mAP_valid_abs_values 82.600909 4.714245
mAP_valid_abs_values_25 81.871818 9.084580
mAP_valid_abs_values_22 81.460000 9.556567
mAP_valid_abs_values_24 81.019091 9.521998


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_16 89.570909 0.639695
mAP_test_abs_values_3 89.144545 1.170405
mAP_test_abs_values_10 88.761818 0.719775
mAP_test_abs_values_7 88.630909 0.821224
mAP_test_abs_values_14 88.540000 0.852854
mAP_test_abs_values_23 88.510000 1.227233
mAP_test_abs_values_5 88.399091 1.536265
mAP_test_abs_values_8 87.811818 0.847134
mAP_test_abs_values_13 86.941818 4.921566
mAP_test_abs_values_26 86.832727 1.031640
mAP_test_abs_values_15 86.760909 1.213239
average_map 86.602483 1.092606
mAP_test_abs_values_21 86.560000 5.750304
mAP_test_abs_values_2 86.503636 4.938510
mAP_test_abs_values_19 86.436364 5.447337
mAP_test_abs_values_17 86.379091 5.605512
mAP_test_abs_values_4 86.130000 5.311471
mAP_test_abs_values_20 86.064545 5.539549
mAP_test_abs_values_6 85.834545 5.788449
mAP_test_abs_values_12 85.806364 5.706081
mAP_test_abs_values_9 85.321818 7.344398
mAP_test_abs_values_11 85.113636 7.066350
mAP_test_abs_values 84.840000 7.489587
mAP_test_abs_values_22 84.381818 8.365037
mAP_test_abs_values_24 84.335455 8.982543
mAP_test_abs_values_25 84.150000 9.359713
mAP_test_abs_values_18 83.902727 7.512196

Summary:

Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1


res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_16 =  res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]

res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]


result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')


result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]

html_table = result_merged_mwu_16.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 16 86.450909 89.570909
1 10 86.241818 88.761818
2 19 85.925455 86.436364
3 8 85.882727 87.811818
4 7 85.874545 88.630909
5 13 85.855455 86.941818
6 14 85.809091 88.540000
7 20 85.737273 86.064545
8 5 85.672727 88.399091
9 12 85.648182 85.806364
10 6 85.572727 85.834545
11 3 85.537273 89.144545
12 15 85.486364 86.760909
13 23 85.246364 88.510000
14 26 85.000909 86.832727
15 17 84.820000 86.379091
16 2 84.593636 86.503636
17 4 84.534545 86.130000
18 11 84.397273 85.113636
19 9 84.312727 85.321818
20 21 83.743636 86.560000
21 18 83.703636 83.902727
22 1 82.600909 84.840000
23 25 81.871818 84.150000
24 22 81.460000 84.381818
25 24 81.019091 84.335455
Code 
#%%



dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 40

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
12 372 40 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 81.79 81.06 82.05 78.81 82.18 83.71 83.30 84.83 83.38 83.06 83.28 83.84 85.74 84.87 81.70 84.09 83.09 85.62 86.62 84.81 81.52 79.75 82.24 80.40 81.67 80.19
13 372 40 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 83.05 85.41 84.90 83.60 82.16 85.69 85.90 83.50 84.81 84.57 84.84 84.99 86.25 83.88 83.97 86.51 84.95 84.84 83.62 87.71 81.10 81.31 83.52 82.88 83.43 83.56
14 372 40 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 81.71 83.85 84.50 83.87 86.03 82.36 84.76 82.59 85.64 83.02 84.90 83.88 86.19 84.82 83.45 84.84 83.53 83.46 83.50 84.44 80.77 81.61 82.38 83.65 81.86 80.37
15 372 40 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 84.07 84.97 85.29 83.53 84.58 84.18 86.03 84.78 85.35 83.82 84.81 85.72 85.07 84.20 82.40 84.18 83.92 86.41 84.67 85.98 83.32 81.38 81.79 80.34 81.69 84.77
44 372 40 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 79.77 82.82 81.08 83.04 78.89 82.92 84.29 84.08 82.12 85.82 83.57 85.15 81.59 86.03 83.35 84.92 80.53 81.28 84.59 84.41 81.80 84.70 19.49 83.80 83.33 81.19
45 372 40 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 82.76 84.77 80.54 83.41 82.59 84.51 82.78 85.83 84.81 83.40 87.08 85.17 84.94 84.93 85.32 84.23 85.31 85.07 85.28 86.95 82.05 80.53 83.99 79.62 83.30 84.62
46 372 40 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 85.68 83.95 82.92 84.98 84.52 84.38 84.91 84.77 85.01 86.17 85.21 85.13 84.82 83.76 84.86 86.03 85.78 84.94 85.88 84.34 81.93 81.38 84.85 81.99 83.89 83.11
47 372 40 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 84.18 83.51 82.28 84.91 83.74 85.99 84.37 83.02 85.35 85.10 85.10 87.17 86.56 84.07 84.30 86.20 85.64 82.02 82.91 85.97 81.85 81.80 82.47 81.84 82.60 84.88
76 372 40 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 83.53 79.12 84.70 85.06 84.12 83.25 83.04 85.20 86.42 85.53 82.14 84.91 85.08 83.52 81.58 83.44 83.12 84.37 84.19 85.85 81.23 84.08 82.49 81.52 82.06 82.38
77 372 40 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 84.34 84.12 80.73 84.27 82.59 84.40 85.55 85.37 86.85 84.05 85.53 86.74 84.50 84.36 85.32 86.80 87.01 85.61 85.86 84.87 81.34 81.72 83.34 76.29 81.83 82.66
78 372 40 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 82.75 84.79 83.64 83.25 83.78 83.39 83.95 87.95 86.57 85.82 84.71 85.58 84.70 85.06 85.62 85.38 86.22 85.24 87.55 85.71 82.01 81.17 82.02 83.24 83.36 82.51
79 372 40 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 84.85 85.14 82.19 84.05 82.89 83.69 84.29 85.22 87.07 85.38 85.84 84.69 84.79 84.49 84.57 85.88 84.15 84.54 82.67 85.28 81.88 82.09 82.94 82.61 82.53 83.29
108 372 40 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 82.59 83.28 82.12 80.39 83.16 85.29 83.93 84.58 82.81 83.27 82.66 85.71 85.42 85.95 83.94 83.39 85.67 83.78 84.25 83.64 82.46 82.96 84.97 83.30 81.87 84.80
109 372 40 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 85.17 85.19 84.36 84.49 83.50 84.17 85.20 85.08 83.63 85.57 83.93 84.69 84.74 84.78 85.36 85.64 85.21 85.41 87.51 84.62 82.09 82.78 82.00 82.37 82.53 83.99
110 372 40 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 82.00 84.02 83.07 85.45 82.41 83.77 84.38 84.21 85.92 84.27 84.88 85.83 84.61 83.69 82.89 85.11 83.41 83.58 85.38 86.45 81.76 82.88 81.90 81.57 80.62 80.27
111 372 40 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 83.28 84.17 83.62 86.13 83.12 85.30 84.21 85.23 85.76 85.36 85.38 84.78 86.86 86.26 83.37 86.18 84.89 82.59 84.05 87.46 82.10 82.95 84.39 84.41 84.90 84.13
140 372 40 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 83.82 85.73 84.46 83.24 84.65 84.62 84.70 83.68 86.79 87.04 84.72 84.04 85.52 83.50 85.53 85.12 83.95 85.70 84.82 85.09 80.86 83.01 83.41 85.10 82.93 84.53
141 372 40 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 84.72 83.96 84.92 84.45 85.23 84.79 85.39 84.76 84.60 83.85 85.61 84.09 86.94 85.47 87.08 85.43 84.10 85.83 86.82 83.56 83.33 83.50 83.41 82.00 83.41 84.61
142 372 40 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 84.89 84.25 83.69 85.49 84.34 85.83 85.03 84.74 86.68 84.64 85.57 85.66 85.17 84.79 84.98 84.89 84.43 85.29 87.23 85.61 81.69 83.61 82.97 82.12 83.20 83.35
143 372 40 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 81.44 84.50 84.94 83.56 84.40 84.24 83.28 86.44 86.56 85.26 86.03 86.10 84.79 84.96 85.55 86.27 83.60 84.58 84.84 87.01 84.56 80.91 83.15 81.84 83.50 84.12
172 372 40 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 82.49 80.09 83.65 83.12 84.98 84.07 83.31 80.89 85.88 85.00 83.13 85.81 82.25 85.45 85.02 84.19 82.34 85.97 82.55 85.30 83.30 80.97 82.95 71.09 84.65 80.35
173 372 40 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 81.80 82.81 82.42 82.48 83.95 84.71 84.31 85.77 85.08 86.66 85.83 85.11 82.26 85.08 86.78 86.97 83.55 84.97 86.25 84.86 84.52 83.05 84.99 83.20 81.75 85.12
174 372 40 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 83.19 86.18 84.84 83.16 82.02 83.41 86.26 85.54 87.03 84.74 83.84 86.03 85.10 86.82 85.17 87.04 84.97 85.24 86.39 83.34 82.65 81.92 84.63 82.80 84.89 80.56
175 372 40 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 84.82 83.22 84.72 84.94 85.07 84.50 83.55 84.18 83.70 85.37 84.40 85.74 86.41 84.67 83.86 85.55 86.44 85.59 87.05 85.74 81.17 82.44 83.27 81.98 81.11 83.95
204 372 40 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 82.15 83.77 83.61 19.49 84.65 84.00 80.83 83.83 84.61 85.29 84.84 84.79 85.39 83.61 79.61 84.18 84.43 84.04 84.85 86.11 82.83 81.56 81.96 82.64 81.67 76.17
205 372 40 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 83.95 84.49 83.85 85.40 84.68 84.48 84.47 83.31 84.48 86.10 86.40 85.59 84.30 86.37 84.07 85.07 84.41 85.15 85.01 85.33 84.38 82.16 84.72 84.35 83.84 85.16
206 372 40 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 84.35 83.08 81.75 84.76 84.10 84.95 83.95 83.61 84.08 84.67 85.76 85.73 86.33 85.43 86.64 86.10 85.10 85.84 85.48 85.37 82.57 82.32 83.92 82.74 82.30 82.86
207 372 40 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 82.42 85.29 19.49 84.85 83.37 84.64 83.82 84.74 85.83 84.35 84.99 85.76 84.90 85.20 83.56 85.85 85.69 86.55 84.79 85.86 84.59 82.30 85.48 81.31 82.77 82.73
236 372 40 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 85.49 81.88 82.74 83.43 84.14 85.17 84.92 85.93 83.44 85.63 84.89 85.17 84.30 83.30 85.46 84.12 86.18 85.35 84.51 86.05 83.18 83.30 83.32 82.52 83.70 85.37
237 372 40 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 83.53 85.66 84.59 84.16 87.21 86.46 86.04 85.54 83.45 87.03 85.16 85.73 84.47 85.67 85.76 85.98 83.92 86.54 86.52 87.53 82.85 83.04 81.68 84.59 84.62 82.20
238 372 40 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 83.22 83.82 84.26 85.27 83.54 85.12 84.65 85.96 85.01 83.61 84.66 85.10 84.70 84.91 86.36 85.31 85.62 84.86 85.21 84.95 82.41 80.57 84.80 84.68 82.99 83.82
239 372 40 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 82.62 84.12 83.20 83.46 82.50 85.16 87.09 85.31 85.55 84.76 87.68 85.52 87.39 85.95 88.03 82.04 85.36 84.86 86.28 85.35 83.54 84.03 84.96 82.56 86.19 80.92
268 372 40 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 83.14 83.86 82.72 84.49 83.32 86.83 85.74 85.85 83.32 85.96 84.56 85.48 83.89 84.43 83.20 87.09 82.76 84.83 85.41 85.05 81.10 82.01 84.83 82.79 81.85 84.48
269 372 40 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 83.18 84.90 83.70 80.47 83.22 86.21 84.97 83.83 84.99 86.39 86.89 85.73 84.36 84.53 85.83 85.60 84.37 85.44 85.35 85.21 82.07 83.37 83.28 83.78 83.16 81.87
270 372 40 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 83.81 84.72 84.87 85.11 82.61 84.39 83.20 85.67 85.76 86.16 85.19 84.09 83.85 84.30 83.40 85.63 83.97 84.37 86.65 86.27 80.80 83.02 83.17 82.22 83.90 84.79
271 372 40 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 83.65 85.36 83.80 84.84 84.08 86.06 83.75 84.47 85.91 85.24 86.44 85.70 85.78 85.26 84.30 84.70 84.92 84.25 84.30 84.94 83.05 83.01 84.56 86.11 82.93 83.67
300 372 40 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 80.98 82.92 83.06 82.66 19.49 84.09 83.15 81.49 83.36 85.05 84.91 83.47 83.21 82.55 83.05 84.71 83.60 82.60 82.55 84.77 80.17 81.53 82.48 80.73 80.81 82.06
301 372 40 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 84.42 84.30 82.72 84.83 83.77 83.97 83.62 83.93 85.92 84.52 86.86 83.58 84.80 85.61 84.77 84.93 84.34 83.83 85.88 85.17 84.85 84.00 80.99 83.35 81.56 82.41
302 372 40 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 83.74 85.29 83.77 84.66 83.66 85.18 85.04 83.79 85.95 85.21 85.55 84.95 85.24 86.29 83.09 84.90 84.82 83.64 83.35 84.27 81.35 83.39 84.64 84.75 83.60 83.41
303 372 40 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 83.38 83.05 84.22 84.49 84.89 84.89 85.74 83.71 84.95 83.82 86.41 86.02 85.54 84.55 83.25 85.84 84.56 85.62 85.21 86.22 82.66 81.89 82.72 84.13 83.69 80.27
332 372 40 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 82.76 76.94 81.26 83.56 82.72 84.74 83.29 85.40 86.28 85.77 84.11 86.15 85.71 86.65 81.49 83.42 84.87 83.51 83.95 85.20 80.33 80.39 83.11 80.30 80.90 84.11
333 372 40 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 80.81 83.09 84.77 83.44 85.20 85.46 85.43 85.81 83.06 87.87 86.14 86.27 85.61 85.45 84.34 86.10 84.44 84.87 83.63 84.48 83.53 82.13 83.85 82.33 83.87 85.37
334 372 40 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 82.92 83.90 84.55 83.93 84.88 85.83 84.25 86.50 85.91 87.17 86.85 87.05 85.87 84.34 85.42 85.10 85.09 84.56 86.29 84.81 84.29 82.55 83.56 85.30 82.44 81.75
335 372 40 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 83.56 83.26 83.95 83.68 84.72 84.67 87.10 87.70 83.86 84.61 85.49 85.37 83.99 85.63 84.46 86.53 85.81 86.23 85.79 83.87 82.20 83.95 82.71 83.53 82.88 84.20
364 372 40 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 83.81 85.14 85.56 79.99 84.15 84.26 83.57 81.67 83.92 84.24 83.65 84.40 84.36 82.80 84.57 83.23 85.34 84.37 84.02 83.66 74.42 81.13 77.86 82.16 83.05 82.23
365 372 40 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 85.58 84.37 83.28 80.29 83.61 85.82 84.58 84.89 84.75 84.27 85.43 83.66 84.78 83.67 84.17 86.45 83.90 83.30 87.53 86.99 80.91 84.02 85.73 80.70 82.78 83.34
366 372 40 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 83.12 84.48 83.30 84.92 84.63 84.23 85.66 83.18 85.87 86.00 84.41 86.56 85.79 85.49 84.10 84.79 83.74 82.98 85.38 85.45 83.66 85.32 82.97 82.78 84.87 83.49
367 372 40 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 81.67 85.68 82.95 84.08 84.09 83.58 85.02 84.02 85.58 87.24 86.67 85.48 84.25 83.45 85.14 84.87 85.21 85.40 83.84 85.14 83.63 84.83 83.82 82.75 84.40 83.74
396 372 40 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 83.70 83.59 82.45 81.52 83.12 85.52 82.87 83.54 85.57 84.60 83.84 84.03 85.64 85.26 84.67 86.43 84.77 82.92 83.31 85.53 82.11 83.15 84.29 82.86 81.76 82.82
397 372 40 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 83.60 85.75 83.71 84.61 83.72 86.11 84.28 84.59 87.12 84.05 84.56 87.96 82.87 85.53 84.69 86.08 86.06 85.16 87.21 86.44 83.88 83.12 83.52 82.29 81.77 83.71
398 372 40 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 84.82 85.45 84.45 84.54 82.53 85.31 85.51 85.30 85.03 84.22 86.51 84.38 84.43 87.08 86.27 87.27 84.92 86.28 85.16 87.39 80.03 84.54 82.44 83.22 84.75 82.15
399 372 40 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 82.35 84.19 85.90 84.42 83.29 82.89 84.54 84.00 84.65 84.79 85.42 85.71 84.90 84.70 85.24 84.40 82.37 84.34 84.45 83.84 81.73 81.83 83.45 81.45 82.02 83.67
428 372 40 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 79.24 80.99 82.60 82.41 86.19 85.07 84.08 84.29 83.85 83.11 84.70 86.24 83.93 85.48 86.06 77.19 84.89 85.29 83.69 85.15 82.27 81.41 82.00 82.50 82.16 80.98
429 372 40 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 83.42 85.50 84.59 85.01 83.79 84.39 84.22 84.17 85.33 86.96 82.17 83.81 86.65 86.47 84.28 85.34 84.29 86.27 86.14 83.64 83.36 83.00 81.95 85.51 82.15 84.03
430 372 40 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 84.72 84.84 82.72 84.06 84.26 85.66 85.80 83.89 84.69 85.30 84.26 84.22 85.11 83.83 83.10 85.40 84.76 85.77 85.06 84.28 81.94 82.25 83.31 82.18 82.58 83.11
431 372 40 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 81.86 84.06 86.16 84.68 84.34 83.96 86.52 84.34 86.35 85.05 85.58 85.38 84.93 85.81 85.42 85.44 86.27 85.70 85.86 85.56 83.75 82.16 80.72 82.55 84.07 82.07
460 372 40 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 79.79 83.05 82.90 84.00 83.42 83.15 83.86 82.11 86.23 85.68 83.53 86.60 80.63 83.71 86.07 87.24 82.86 82.54 84.28 86.69 80.16 83.34 75.18 81.21 80.40 83.15
461 372 40 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 83.30 84.79 85.06 83.09 86.49 85.54 85.01 85.52 84.33 85.40 87.06 85.41 85.23 85.08 85.51 85.99 84.50 85.29 84.41 85.05 83.60 80.60 83.30 81.09 82.01 85.32
462 372 40 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 84.94 84.08 83.06 82.96 84.83 84.11 86.01 85.82 85.04 85.29 87.63 85.82 87.36 83.57 84.40 85.13 85.46 87.38 87.64 86.30 82.99 83.45 83.19 83.94 83.27 85.04
463 372 40 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 82.47 84.71 83.80 83.34 84.24 84.50 85.56 84.47 86.68 84.59 86.22 84.75 87.59 86.00 84.12 87.51 86.22 86.77 85.97 86.69 80.27 82.66 83.03 82.76 83.94 84.02
492 372 40 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 82.16 83.02 82.53 83.39 81.18 84.88 85.06 84.53 83.00 86.50 86.01 85.55 85.56 83.87 79.69 85.62 83.26 84.64 86.28 86.55 81.78 82.58 84.78 81.85 81.60 81.74
493 372 40 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 83.27 85.88 84.19 83.00 82.95 86.93 84.93 84.92 85.30 85.48 84.48 85.33 86.47 85.18 85.30 86.37 84.08 83.95 85.34 85.02 84.96 82.79 84.07 84.52 82.89 82.29
494 372 40 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 82.85 81.97 83.57 84.62 83.26 85.40 84.06 86.60 86.15 85.43 85.29 85.84 84.68 83.95 85.85 86.04 85.28 85.54 86.63 84.78 82.07 79.98 83.44 82.76 84.17 85.47
495 372 40 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 82.17 82.98 84.00 83.51 85.25 85.40 85.53 84.64 86.14 86.49 85.09 85.19 83.67 84.51 84.76 88.52 84.96 85.19 85.50 85.27 81.99 83.79 83.40 82.06 83.31 82.90
524 372 40 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 83.90 82.81 83.13 85.64 82.66 85.91 84.85 85.43 84.80 84.53 84.01 86.66 84.00 85.09 81.96 81.92 83.46 84.27 85.84 86.04 82.52 81.06 84.85 81.87 82.80 83.37
525 372 40 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 82.68 85.01 81.96 86.13 82.69 84.76 85.41 85.40 83.86 85.53 84.17 86.18 85.41 84.84 83.89 84.96 85.23 85.95 85.36 86.55 82.97 83.57 81.89 82.09 83.22 83.34
526 372 40 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 84.97 82.86 83.14 84.52 83.25 85.97 84.00 83.63 85.72 85.99 86.29 85.68 84.85 83.52 84.77 87.08 86.58 85.64 85.93 85.77 83.37 83.37 83.87 84.81 82.68 83.47
527 372 40 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 83.91 83.03 84.81 83.01 84.56 85.86 86.01 86.29 85.85 84.52 87.56 85.73 86.13 86.56 83.52 85.77 84.68 86.69 84.25 85.32 81.36 83.74 84.80 80.55 84.45 82.51
556 372 40 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 80.84 70.13 83.07 84.32 83.66 83.73 85.44 86.04 84.70 84.52 83.79 86.67 83.40 83.32 83.94 85.51 84.97 85.21 86.26 85.42 81.99 84.08 82.93 80.93 82.79 82.39
557 372 40 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 84.27 84.89 82.90 85.18 82.05 86.15 83.76 85.95 84.63 85.50 86.13 85.90 85.02 85.79 85.72 85.57 84.87 84.75 85.20 87.04 83.39 82.84 81.12 84.66 83.60 82.41
558 372 40 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 84.42 84.28 84.24 82.07 85.29 83.96 84.84 86.05 84.99 85.90 86.18 84.93 85.19 87.54 84.20 84.69 87.57 85.02 86.13 84.67 84.50 83.97 83.29 84.38 82.14 83.12
559 372 40 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 84.26 83.32 83.20 83.58 85.07 84.35 85.72 83.25 83.83 84.94 84.36 83.91 84.43 86.02 84.96 85.64 84.85 86.43 87.47 85.13 82.97 83.16 83.10 83.01 84.95 83.04
588 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.48 87.19 86.27 87.50 85.55 86.70 87.51 87.35 88.79 87.38 87.82 88.32 87.08 87.10 88.17 88.29 87.92 88.40 87.40 88.10 84.85 84.93 84.72 85.16 86.02 85.28
589 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 85.67 87.26 87.70 86.71 86.13 86.91 86.55 87.13 86.76 87.23 88.36 87.98 88.56 85.12 86.87 88.33 86.73 86.68 88.25 88.90 86.11 85.54 88.27 85.83 86.45 87.27
590 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 85.47 87.04 85.60 87.56 86.71 85.76 87.58 86.88 86.23 86.27 88.26 85.77 87.48 86.64 86.13 87.14 87.49 87.55 89.10 87.81 84.22 86.14 88.50 85.30 85.83 86.59
591 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.64 86.34 85.40 85.98 87.41 87.61 87.04 87.04 88.40 88.53 87.50 87.53 88.21 86.06 87.34 86.44 87.43 86.83 88.24 87.82 86.60 87.07 88.98 85.76 87.43 88.45
620 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 85.84 86.10 87.15 86.58 86.39 88.26 89.19 87.06 86.14 86.89 86.47 88.57 88.42 85.42 86.08 87.29 88.16 86.79 87.70 88.05 85.36 86.35 87.29 84.86 86.70 85.46
621 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.14 87.33 86.07 84.91 86.98 87.35 87.20 87.82 86.74 86.75 87.07 87.46 87.72 86.60 87.58 87.58 86.11 87.65 87.84 87.68 85.88 86.18 86.46 84.14 85.51 84.97
622 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.39 87.82 85.84 86.69 85.57 87.85 86.75 87.19 87.30 86.81 88.68 87.47 86.92 86.12 86.30 87.59 86.29 87.45 88.58 88.02 86.64 85.32 86.89 88.42 87.27 85.69
623 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.64 87.47 88.86 86.13 85.97 86.55 88.34 87.41 87.65 85.99 87.86 87.69 87.55 85.38 87.18 88.22 85.62 87.45 88.41 86.94 85.01 85.30 85.79 83.22 87.28 84.85
652 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 85.78 88.44 87.19 85.22 84.99 86.55 87.06 87.08 86.73 87.02 87.64 87.35 89.24 86.19 86.53 89.14 87.03 87.43 88.05 87.41 86.04 87.64 83.88 87.93 85.43 82.91
653 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 86.82 86.59 87.93 85.88 85.65 86.44 87.29 87.43 87.12 86.87 87.81 86.05 86.50 86.78 88.64 87.78 86.80 87.59 87.26 85.96 84.24 86.39 88.18 85.11 86.23 85.54
654 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 86.19 85.80 86.21 83.80 86.20 86.66 87.44 86.53 88.34 86.86 86.67 86.19 86.09 87.34 86.25 87.40 87.13 88.01 87.64 85.42 86.83 84.41 85.59 85.23 85.91 85.41
655 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.57 86.14 87.74 85.82 86.39 87.30 87.06 88.29 86.35 86.94 87.04 87.60 86.71 87.97 88.38 87.90 87.77 87.50 89.49 88.17 85.13 87.54 87.15 86.11 87.42 86.27
684 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 87.00 87.89 85.38 86.42 86.60 88.11 87.76 87.67 87.00 87.08 87.06 87.42 88.04 86.32 86.83 88.17 86.36 86.37 88.85 88.05 85.16 85.76 86.94 86.04 86.39 88.19
685 372 40 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.84 85.76 85.87 87.07 86.23 87.84 86.42 86.55 86.13 85.20 88.12 86.98 87.93 87.85 85.68 88.04 87.71 87.05 87.91 89.20 82.96 85.70 84.98 84.81 85.05 84.80
686 372 40 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 84.28 84.94 85.39 85.74 86.54 87.41 84.20 86.36 86.33 86.86 87.56 86.99 87.18 85.58 85.50 86.46 86.53 87.69 86.12 88.10 85.89 85.03 85.76 84.23 87.71 84.15
687 372 40 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 84.96 85.83 85.38 85.97 86.76 86.92 86.88 87.07 87.39 86.50 87.97 87.34 86.41 86.67 86.02 86.44 85.32 88.49 87.47 88.41 86.98 83.29 86.34 85.07 85.09 84.86
716 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.39 87.45 86.06 86.66 86.09 87.57 86.31 88.10 87.54 86.94 88.10 88.13 88.12 87.20 86.33 87.21 88.13 85.62 88.27 87.96 84.60 85.09 85.98 83.88 85.93 87.06
717 372 40 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 84.89 86.30 85.70 86.51 83.95 88.46 87.09 86.99 87.22 86.68 86.57 86.39 89.13 86.29 87.37 88.04 87.75 86.52 86.60 87.77 86.72 86.84 85.91 85.16 84.93 86.03
718 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 84.90 86.65 84.81 86.21 86.36 88.57 85.75 86.00 87.75 87.46 88.38 87.30 87.55 86.68 86.00 87.90 88.42 87.47 87.01 85.73 85.29 85.37 87.32 86.43 86.60 87.67
719 372 40 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 85.45 86.30 86.94 86.23 86.35 85.43 86.60 87.85 87.23 87.49 87.42 86.79 86.55 87.20 87.32 87.70 85.46 87.83 87.69 85.59 86.19 84.96 86.26 87.17 83.34 85.84
748 372 40 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 85.04 87.91 84.02 84.60 84.12 85.87 85.38 84.54 86.71 86.32 86.51 87.83 86.33 87.65 86.00 86.83 84.64 86.66 87.54 87.37 83.78 84.66 85.20 85.77 84.53 85.72
749 372 40 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 84.58 85.97 85.88 85.90 86.41 86.84 85.67 86.05 87.77 86.09 87.11 87.76 86.64 87.37 86.27 88.29 87.73 88.10 87.24 87.03 84.91 84.81 86.19 83.65 85.26 82.52
750 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.61 86.13 86.35 86.52 84.96 87.30 85.91 87.76 87.01 84.88 86.48 84.48 86.79 85.16 85.77 87.23 86.14 87.21 86.10 86.99 82.98 83.59 87.82 84.55 84.54 86.24
751 372 40 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 84.67 84.39 87.38 84.89 87.31 88.06 88.39 86.76 87.34 86.90 86.90 85.38 87.16 86.59 86.93 88.86 84.47 86.95 88.35 85.98 86.26 86.44 84.09 83.61 85.25 84.79
780 372 40 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 84.12 87.23 85.79 87.47 87.28 84.99 85.44 86.07 86.80 86.70 87.48 85.97 86.19 86.11 85.87 87.40 87.41 86.89 87.69 86.54 85.01 83.60 85.46 85.80 85.17 84.08
781 372 40 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 85.63 86.06 85.02 85.55 84.04 86.68 85.47 86.87 86.66 86.50 86.23 86.86 87.51 87.69 85.59 87.60 88.00 88.45 86.58 85.29 86.32 83.91 86.19 85.49 85.06 84.97
782 372 40 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 85.53 87.15 86.40 85.19 84.45 86.51 87.31 86.09 87.10 86.28 86.35 87.16 87.62 86.94 85.11 87.83 87.96 86.18 85.97 86.69 85.72 83.41 84.81 84.57 85.08 86.13
783 372 40 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 85.55 86.52 85.20 84.18 87.72 87.47 86.73 86.80 88.04 87.68 88.69 87.81 87.48 85.75 86.56 87.20 85.55 86.58 85.70 88.80 84.61 85.32 84.56 84.20 85.13 84.52
812 372 40 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 84.57 85.32 85.43 85.46 83.91 86.72 86.97 86.14 86.66 87.02 87.37 86.82 86.59 85.72 85.56 87.86 87.54 87.23 86.10 86.25 85.03 83.36 85.23 84.98 86.14 85.17
813 372 40 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 85.73 86.39 84.74 85.38 86.01 85.50 84.78 86.01 85.96 85.46 87.55 86.83 85.73 86.46 85.13 86.68 85.01 85.72 87.19 85.49 83.40 83.69 83.57 82.54 84.30 84.61
814 372 40 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 83.65 86.81 85.32 85.49 84.22 86.94 86.22 85.43 86.92 86.94 86.06 87.29 87.34 84.20 86.70 87.54 85.19 86.16 85.43 86.98 84.56 84.14 84.23 83.59 85.44 86.59
815 372 40 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 86.03 87.06 85.75 85.10 86.10 87.22 86.74 86.11 86.65 87.03 86.72 89.29 86.58 86.57 85.39 87.15 85.28 87.63 85.31 86.73 84.28 82.98 84.09 83.29 84.01 84.63
844 372 40 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 84.17 84.28 86.56 85.32 85.47 87.07 85.34 85.40 86.99 86.57 86.66 86.89 86.65 84.36 85.63 84.87 86.42 87.87 88.36 86.22 82.94 83.60 83.87 85.21 84.82 83.87
845 372 40 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 84.74 86.81 85.15 85.32 83.19 85.01 84.90 84.89 86.28 85.78 88.89 85.49 87.27 87.48 86.11 86.07 86.90 86.16 86.33 86.53 84.83 83.94 83.53 83.63 84.06 85.72
846 372 40 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 85.04 84.94 85.56 84.98 84.69 84.83 85.98 84.33 86.63 86.31 88.11 85.77 85.46 86.34 86.07 88.12 85.76 86.69 86.60 87.14 84.29 83.22 82.62 83.97 84.36 84.25
847 372 40 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 84.67 85.96 84.95 84.33 85.08 85.96 85.86 85.69 86.28 85.12 84.54 85.95 86.70 84.99 84.77 86.19 87.04 87.31 86.24 85.10 82.94 83.12 83.16 83.69 83.69 84.65
876 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 86.64 87.16 85.29 85.52 86.31 87.71 86.09 87.53 88.12 87.52 88.31 87.12 87.01 86.55 86.04 87.73 89.00 88.37 88.97 88.64 85.02 85.71 87.46 85.91 87.29 84.63
877 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.21 87.15 85.26 87.18 86.49 86.19 87.62 86.82 88.82 88.10 87.64 87.66 89.14 86.55 87.04 86.32 86.50 87.44 87.07 87.42 85.38 85.70 88.75 85.90 84.84 84.74
878 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.20 86.56 86.20 86.07 86.66 87.53 88.12 87.84 88.03 88.13 88.03 86.93 86.96 87.77 86.19 87.82 86.07 86.91 87.58 88.12 86.66 84.63 88.23 86.53 83.82 84.96
879 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.57 87.56 86.35 87.02 86.74 86.87 86.72 87.54 87.89 87.55 89.37 88.25 87.75 87.50 86.22 89.17 86.34 89.26 88.19 88.82 84.42 85.57 87.13 83.45 86.21 86.18
908 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.09 87.08 85.93 86.06 87.02 86.15 85.66 88.10 88.33 87.33 86.47 88.34 86.37 85.74 85.43 86.14 87.90 87.84 88.29 87.14 86.51 86.24 86.25 85.67 86.20 84.96
909 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 85.32 87.55 86.66 85.45 86.48 88.92 87.36 87.46 87.50 87.42 86.90 85.83 87.84 87.27 87.28 89.02 85.38 87.71 85.45 85.86 87.10 84.83 86.47 84.21 87.71 84.98
910 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.50 86.01 87.44 87.45 85.02 86.79 87.31 87.77 87.82 87.56 87.56 85.51 86.40 87.66 88.42 88.50 86.22 87.64 87.48 86.34 85.51 87.87 87.47 84.00 87.32 87.28
911 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.37 86.02 86.81 88.15 86.05 87.33 87.84 87.96 88.35 88.17 86.65 86.37 87.42 87.05 88.31 88.08 87.19 87.43 88.76 87.98 87.12 85.71 86.77 85.78 86.41 86.13
940 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.03 85.27 87.05 86.97 87.80 85.85 88.19 87.49 87.44 88.23 88.09 88.65 87.24 88.04 87.74 86.36 87.44 86.93 87.76 83.49 84.65 86.83 85.52 86.39 87.30
941 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.15 86.17 86.14 85.53 86.42 87.67 86.31 87.37 87.30 88.61 86.88 87.38 88.29 86.79 86.42 87.54 87.97 87.61 87.82 86.88 87.69 83.40 85.32 86.48 86.40 82.97
942 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 85.07 85.10 87.23 86.66 87.93 86.57 87.11 87.32 87.18 86.74 87.96 88.11 88.86 87.17 84.76 86.92 86.10 86.39 86.54 88.25 86.42 86.52 83.56 85.44 85.86 85.82
943 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 85.59 87.06 86.23 85.41 85.43 86.43 85.91 87.37 86.99 87.96 88.66 87.59 87.09 87.01 86.71 85.30 88.57 88.16 87.02 87.34 85.77 84.58 86.21 86.04 84.16 87.15
972 372 40 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.27 87.22 84.55 87.76 86.78 87.47 87.22 87.55 87.37 86.81 87.66 87.18 86.65 86.16 87.68 86.50 86.15 87.05 86.86 88.39 85.92 84.15 86.40 84.70 83.94 84.62
973 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 84.18 86.04 86.06 85.58 86.57 86.45 85.20 85.31 88.29 85.43 88.03 87.04 86.09 87.51 87.73 88.42 86.80 89.28 87.32 86.03 84.42 85.11 87.77 83.89 86.92 86.21
974 372 40 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.49 85.96 85.75 86.42 84.93 86.99 87.52 87.24 86.99 86.63 87.60 87.37 88.06 86.58 86.00 87.19 84.80 86.84 87.20 86.97 86.38 84.25 87.45 86.04 86.97 86.44
975 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 85.64 88.05 86.19 85.90 86.13 87.53 87.17 85.81 87.08 86.69 88.16 87.64 89.59 86.34 87.30 87.94 88.15 87.43 87.66 87.59 84.67 83.97 86.20 86.25 87.13 85.38
1004 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 86.12 85.38 87.84 85.83 84.93 86.68 87.26 86.42 88.29 86.76 86.96 84.47 87.23 87.02 85.10 88.27 87.94 86.97 86.94 87.48 84.24 85.86 85.34 84.72 82.56 86.66
1005 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 86.17 85.74 88.84 86.38 86.64 85.93 87.08 85.51 87.68 85.95 88.26 88.31 87.20 85.62 86.81 88.93 87.05 87.79 87.43 86.45 86.14 86.16 85.54 84.78 85.11 84.65
1006 372 40 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 84.61 86.79 86.95 86.17 84.82 88.53 88.23 85.75 85.99 87.38 87.27 87.15 87.25 87.18 85.38 88.11 84.69 86.40 87.54 87.04 85.23 86.41 84.94 85.77 87.44 84.50
1007 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 85.41 84.53 84.81 84.49 86.63 87.10 87.08 86.52 86.08 88.33 86.99 87.30 89.25 86.39 86.71 88.60 86.19 89.23 88.04 87.54 85.83 83.43 84.55 84.94 85.93 85.22
1036 372 40 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 84.94 84.80 85.10 86.14 87.04 87.49 86.64 86.24 87.08 86.47 86.86 87.26 86.71 87.45 84.44 88.15 86.09 87.58 87.08 87.51 84.15 85.07 86.59 85.61 85.67 86.81
1037 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 85.22 85.01 86.94 86.14 87.28 87.13 87.38 85.49 85.76 87.27 87.67 87.78 85.13 85.97 86.45 88.38 87.97 85.41 87.16 87.64 85.51 84.65 82.91 84.12 86.70 84.34
1038 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 86.28 85.78 87.88 85.19 86.37 86.15 86.82 87.22 86.05 86.55 88.84 85.37 87.64 87.22 85.89 85.65 87.55 87.37 87.95 86.96 84.70 84.97 84.76 86.07 86.73 87.13
1039 372 40 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 85.44 86.58 85.01 86.15 87.18 86.98 88.60 88.74 88.32 86.18 88.57 85.49 87.26 88.34 84.90 88.60 85.25 86.36 87.70 86.86 86.28 82.98 85.54 83.83 85.44 83.56
1068 372 40 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 85.37 86.98 86.28 85.82 83.83 85.78 86.34 86.11 87.31 86.57 87.11 87.53 86.22 85.61 85.84 86.73 85.73 88.29 86.92 87.62 86.26 84.77 87.37 84.80 85.58 85.46
1069 372 40 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 85.39 85.86 85.82 86.98 86.69 86.59 86.11 86.91 86.07 85.87 87.75 87.71 87.53 86.09 86.72 86.34 87.39 87.59 88.37 87.73 84.36 85.42 84.08 83.43 85.78 84.05
1070 372 40 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 84.73 87.62 85.62 86.03 84.64 86.57 85.21 86.59 85.17 85.96 86.45 87.21 85.96 86.21 86.63 87.20 87.70 86.20 87.25 87.45 86.02 83.13 84.60 84.65 83.86 85.35
1071 372 40 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 85.69 85.05 84.79 85.14 85.20 86.45 86.35 86.69 85.97 86.09 87.80 87.80 86.76 86.06 87.17 87.05 87.89 86.82 87.37 87.55 84.17 82.45 86.59 83.75 85.70 85.74
1100 372 40 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 84.84 85.57 84.77 85.61 85.52 87.39 85.59 86.93 87.05 86.38 86.76 87.13 85.90 87.29 85.57 87.42 87.51 87.13 86.19 87.77 83.57 83.91 84.20 84.03 84.45 84.72
1101 372 40 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 84.00 85.59 84.66 85.32 84.81 86.16 86.32 86.97 85.70 85.99 86.81 87.68 87.13 87.36 84.96 87.17 87.54 86.17 87.90 85.19 83.68 84.83 84.04 83.28 85.34 83.75
1102 372 40 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 85.67 86.58 84.90 85.16 86.04 86.48 85.23 86.26 85.94 86.15 85.46 85.61 86.44 85.96 85.35 86.74 86.24 84.24 87.14 86.52 84.80 83.99 84.85 82.62 84.88 84.15
1103 372 40 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 85.10 85.45 85.20 86.39 86.31 86.29 85.33 86.49 87.56 86.33 88.41 85.75 87.73 85.62 86.12 87.15 86.07 87.44 87.36 86.96 84.39 83.76 86.32 83.15 83.97 83.55
1132 372 40 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 86.92 86.27 86.86 84.54 85.36 86.68 85.47 84.63 86.67 85.90 86.56 84.42 86.07 86.48 84.65 85.47 86.16 86.51 86.43 86.85 82.78 85.11 83.20 83.92 84.13 84.75
1133 372 40 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 83.92 83.94 85.43 85.12 85.93 85.94 87.29 85.49 86.16 85.96 87.12 86.31 85.54 83.79 85.42 86.42 86.68 85.81 85.70 86.66 85.26 83.37 83.63 84.36 83.35 83.02
1134 372 40 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 83.57 83.40 84.10 85.70 85.49 86.62 85.75 88.33 86.59 85.26 85.29 86.81 88.58 84.57 85.14 85.81 85.46 86.71 86.04 86.71 84.74 83.71 82.99 85.23 83.36 84.71
1135 372 40 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 83.44 84.32 85.23 86.92 85.11 86.69 85.21 83.85 86.58 85.70 87.42 87.49 86.84 85.10 85.75 84.94 85.41 86.80 86.42 86.13 85.90 83.32 83.88 84.78 83.87 83.36


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
12 372 40 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 88.78 86.37 88.49 84.48 88.95 86.78 88.99 88.91 89.21 88.88 86.12 86.58 90.34 90.28 86.25 89.84 86.25 90.26 89.05 88.07 85.71 86.19 85.79 84.52 87.80 84.30
13 372 40 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 88.76 89.27 91.20 88.13 87.24 87.60 89.60 88.54 87.82 89.50 88.29 88.83 91.43 87.47 89.26 89.31 88.67 87.36 87.11 90.85 87.09 85.32 88.70 85.91 88.00 87.21
14 372 40 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.49 85.05 87.92 87.17 89.60 85.22 86.89 86.34 86.08 85.12 88.62 84.11 88.55 88.24 84.57 87.42 86.91 83.43 84.75 86.66 85.38 85.39 87.70 87.48 86.51 85.56
15 372 40 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 89.03 87.73 89.22 86.63 89.41 86.41 89.97 88.20 86.26 88.38 89.10 88.50 89.65 89.42 86.89 87.76 89.80 87.81 88.38 86.63 89.65 86.42 87.90 86.27 85.77 88.09
44 372 40 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 84.67 85.55 87.25 84.87 84.26 85.38 89.09 87.27 85.99 88.60 86.44 87.02 87.24 87.91 85.72 88.13 85.91 85.02 85.33 85.98 85.82 88.13 19.58 87.12 87.96 84.40
45 372 40 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 86.45 89.67 86.81 89.33 87.74 87.47 88.11 90.91 88.82 86.14 90.07 88.74 89.29 88.66 89.36 87.67 90.95 88.56 89.25 89.95 87.86 86.96 88.56 86.68 88.63 89.32
46 372 40 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 89.80 88.37 88.71 87.58 86.75 86.07 88.61 85.70 87.14 87.16 89.16 88.94 90.52 88.58 86.45 89.44 88.27 88.49 88.69 87.55 87.24 86.31 89.88 85.27 87.39 86.82
47 372 40 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 89.20 87.75 88.64 87.34 88.81 86.29 89.30 86.40 88.20 90.11 87.66 88.49 90.41 87.88 87.36 88.73 88.63 86.70 86.70 87.86 87.83 86.97 86.22 87.76 86.01 88.50
76 372 40 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 89.02 83.99 88.28 88.78 88.20 86.73 86.85 87.97 91.17 89.49 86.79 86.81 90.20 87.41 86.03 88.50 88.78 88.76 88.70 88.99 86.45 88.46 88.28 85.69 88.05 85.90
77 372 40 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 89.90 88.25 85.28 88.00 86.16 88.30 89.52 90.85 88.07 88.11 87.36 88.97 89.15 89.69 87.48 91.36 90.11 90.16 89.34 91.39 87.36 87.85 89.06 80.26 87.74 86.08
78 372 40 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 86.79 89.09 88.85 88.28 89.43 88.37 88.11 90.63 90.09 90.84 86.79 89.30 89.60 88.80 87.48 91.17 90.55 88.06 90.66 88.10 88.83 86.80 87.79 88.66 88.59 88.19
79 372 40 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 89.00 89.10 88.20 87.65 87.41 88.04 87.91 90.17 89.52 90.53 89.10 88.36 88.12 89.39 87.34 90.07 87.39 87.34 88.75 88.56 89.29 88.04 90.65 89.25 86.86 87.19
108 372 40 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 85.98 88.39 87.75 83.46 87.51 86.03 86.35 88.42 84.74 86.44 86.20 87.86 90.66 89.04 86.32 88.75 89.74 87.40 88.76 87.63 86.67 88.20 89.76 85.36 86.71 88.51
109 372 40 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 90.56 90.29 87.76 90.01 88.11 86.83 86.57 89.41 89.00 88.02 87.64 86.48 87.22 89.20 87.92 90.72 89.38 88.82 89.79 89.49 87.93 87.74 87.07 87.20 86.07 87.15
110 372 40 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 85.73 87.72 86.87 88.85 85.21 86.11 87.35 87.86 87.72 85.03 89.05 87.70 87.74 87.20 80.66 88.14 86.76 86.89 86.44 87.70 86.57 87.91 88.40 85.43 83.28 84.75
111 372 40 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.02 87.29 87.41 88.46 87.22 87.33 88.62 88.05 87.57 87.46 87.64 89.23 89.38 88.94 86.16 88.62 88.79 86.34 88.74 90.46 88.63 89.60 88.61 89.05 87.42 87.26
140 372 40 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 89.30 88.90 88.51 87.96 89.65 87.04 89.44 87.71 88.85 89.09 87.32 88.16 90.74 87.34 87.70 88.75 88.47 89.04 88.14 87.98 85.63 88.52 88.08 88.76 87.66 89.61
141 372 40 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 87.43 85.64 87.31 87.85 88.06 85.94 88.77 88.36 87.21 86.88 88.02 87.20 90.80 89.01 89.63 90.85 88.27 88.39 89.45 86.45 89.15 89.18 87.47 86.91 88.05 88.76
142 372 40 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 88.19 86.93 89.04 87.61 89.12 87.29 89.36 87.63 90.31 89.08 87.54 89.10 89.64 88.22 88.52 87.08 88.69 89.68 90.15 88.72 85.84 87.63 88.31 85.58 86.74 85.59
143 372 40 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 87.82 89.22 88.67 89.26 87.99 86.11 88.99 90.13 90.51 89.13 87.90 89.26 89.66 88.67 88.75 91.30 86.30 89.14 88.39 89.09 89.15 87.28 89.76 88.14 86.83 88.96
172 372 40 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 86.28 83.89 88.96 87.30 88.89 86.66 87.91 83.42 89.33 88.83 87.48 89.03 87.85 87.94 89.34 87.72 88.31 89.59 86.56 89.34 86.94 86.34 86.49 70.41 90.13 84.39
173 372 40 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.27 86.59 88.42 87.58 88.49 88.44 86.51 91.02 87.49 89.78 88.87 89.20 85.08 89.69 88.82 90.18 88.71 89.12 87.87 86.51 89.58 89.03 90.03 88.75 87.02 89.56
174 372 40 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 89.01 88.60 89.46 87.14 85.80 87.30 88.78 88.03 90.60 88.78 88.23 89.77 87.43 90.00 89.34 91.28 88.62 88.59 89.13 87.49 87.86 87.48 90.74 86.82 88.54 85.73
175 372 40 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 89.51 86.54 88.97 89.39 87.89 87.64 87.82 87.24 87.35 90.53 87.66 89.24 88.70 89.67 86.99 88.61 90.23 89.79 90.65 88.84 87.86 86.50 88.07 86.48 86.58 87.80
204 372 40 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 87.60 87.31 88.00 19.58 87.24 85.72 84.62 89.03 89.10 89.68 86.80 88.30 90.31 88.07 85.09 88.98 87.10 86.85 88.11 89.21 88.65 87.75 88.47 87.38 84.50 79.83
205 372 40 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 87.55 88.03 89.31 89.13 89.37 86.94 89.42 88.96 89.16 90.10 87.76 88.97 88.13 88.88 88.60 87.88 89.87 89.42 88.11 87.57 89.52 86.55 90.36 88.49 90.01 89.05
206 372 40 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 88.42 87.43 87.00 87.98 87.86 86.72 88.06 89.46 89.03 89.51 87.69 89.19 90.52 89.80 88.45 89.58 89.20 89.81 89.38 89.71 88.71 88.97 89.32 87.11 88.46 88.30
207 372 40 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 86.49 88.71 19.58 88.70 89.09 86.48 88.46 87.31 88.75 87.64 88.53 87.43 88.00 89.77 86.18 86.41 90.50 88.99 88.35 87.67 89.13 86.90 89.31 86.23 86.59 86.59
236 372 40 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 89.74 87.59 87.20 87.18 88.06 87.71 87.79 87.30 84.97 89.10 87.77 87.89 90.49 87.81 87.75 89.22 87.05 87.65 88.08 87.93 88.59 88.92 89.20 87.03 88.28 87.93
237 372 40 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.07 88.82 89.61 87.71 91.17 86.85 89.34 89.15 86.58 89.24 88.13 88.57 89.77 88.35 90.99 90.45 88.70 91.35 89.45 88.87 88.72 87.90 87.40 87.98 89.61 88.19
238 372 40 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 86.14 88.78 88.49 85.73 87.99 89.10 88.55 88.77 89.12 87.40 87.62 89.75 85.61 88.21 89.10 88.27 88.75 90.15 88.63 88.82 86.79 86.43 89.68 88.75 86.39 88.46
239 372 40 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 89.40 89.47 88.61 88.94 89.11 86.99 89.65 88.88 89.73 87.59 88.25 88.17 92.00 88.01 90.35 87.20 89.39 90.13 89.12 88.54 87.32 88.86 89.31 87.40 89.15 87.91
268 372 40 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 89.06 89.16 88.31 88.61 88.11 88.48 89.79 89.13 88.42 90.00 86.31 89.30 87.17 88.22 87.01 89.98 86.40 89.78 87.77 89.04 87.35 86.94 90.72 87.88 87.93 87.53
269 372 40 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 88.24 88.84 87.63 85.15 88.84 87.72 89.07 87.39 89.95 90.03 88.98 87.38 88.04 87.83 87.60 89.78 88.25 88.95 88.36 89.27 86.83 86.51 89.70 88.34 87.31 85.99
270 372 40 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 89.45 90.91 91.76 89.18 90.29 87.66 87.56 88.81 89.42 87.45 86.55 87.68 89.97 87.93 87.71 89.19 88.09 88.70 89.94 88.90 88.45 87.92 87.33 87.30 88.06 88.26
271 372 40 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 86.56 90.71 89.47 88.31 89.83 87.67 88.81 89.10 88.98 90.35 89.62 87.55 89.66 89.63 86.53 88.62 87.03 88.47 88.72 88.40 89.02 88.25 87.95 88.50 87.73 87.72
300 372 40 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.93 85.20 87.59 87.55 19.58 86.49 88.94 85.93 86.63 88.32 87.56 85.60 87.08 85.32 86.95 88.64 89.06 86.84 87.94 87.65 87.38 87.27 86.63 86.75 85.21 87.66
301 372 40 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 90.04 86.30 87.21 87.89 87.61 86.76 88.88 87.84 87.40 85.72 89.80 86.16 88.10 89.10 85.48 87.94 88.00 85.81 89.53 86.76 88.62 88.17 87.10 87.13 85.56 87.72
302 372 40 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.48 88.12 89.59 87.18 88.24 88.35 90.51 86.63 89.01 87.32 89.26 88.65 88.06 89.42 87.88 88.99 88.96 88.79 87.97 86.92 87.68 88.08 89.40 89.74 87.39 86.51
303 372 40 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 88.91 87.05 89.29 87.02 90.19 87.33 88.33 86.66 88.47 86.12 85.80 88.96 89.06 87.12 83.78 89.47 88.77 86.12 88.00 87.10 86.64 88.28 88.84 87.40 87.55 84.19
332 372 40 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 88.47 79.89 86.24 86.71 87.64 86.80 86.50 88.72 90.40 88.25 87.80 88.04 88.97 89.50 85.83 88.64 88.25 88.30 89.36 88.96 85.73 85.34 88.00 86.18 85.83 87.55
333 372 40 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.13 88.58 90.36 87.67 90.48 86.98 90.27 87.91 88.08 91.53 88.83 87.17 89.48 89.56 87.98 88.42 90.06 89.00 89.02 89.10 88.98 87.19 91.26 86.84 87.27 89.50
334 372 40 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 89.46 88.57 90.00 88.23 89.00 89.38 88.91 90.77 90.52 91.71 89.70 89.32 89.32 87.05 87.32 89.73 88.47 89.99 91.45 87.18 89.17 87.10 89.57 88.50 86.99 86.34
335 372 40 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 89.41 86.38 89.07 84.58 88.35 85.53 89.88 90.74 87.45 88.51 89.37 88.76 89.14 89.59 88.11 91.40 89.29 89.69 88.94 87.15 86.81 90.35 87.18 86.31 86.19 88.80
364 372 40 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 88.28 89.94 90.83 84.38 88.11 86.05 89.87 86.06 87.00 87.88 88.24 87.74 88.85 87.75 86.75 88.62 89.18 87.10 87.32 87.31 77.91 88.03 83.75 86.92 88.82 87.74
365 372 40 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.21 86.82 88.35 84.72 86.32 87.11 90.40 88.22 89.23 89.45 88.57 88.32 88.79 89.41 87.48 89.47 90.21 88.26 90.84 91.29 85.33 88.58 90.64 86.36 86.15 88.20
366 372 40 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 89.96 89.57 88.98 89.27 88.87 88.81 90.65 87.91 90.50 89.84 87.60 89.28 88.33 90.07 87.39 88.74 86.35 88.21 88.92 88.72 88.85 90.03 88.14 85.66 89.96 88.63
367 372 40 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 87.24 87.82 88.01 88.06 90.16 87.32 89.04 87.23 90.45 90.68 89.43 89.01 88.97 87.31 89.56 87.98 88.08 90.10 88.42 88.69 88.86 89.19 88.82 85.98 88.76 88.83
396 372 40 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 87.40 87.72 85.83 84.68 87.74 87.50 84.92 87.45 89.57 88.83 87.27 87.76 89.77 87.76 87.81 87.44 87.42 87.50 87.74 88.03 88.22 87.87 89.96 87.25 85.67 86.61
397 372 40 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 89.93 88.39 88.66 87.84 88.24 86.38 88.03 86.47 89.04 84.97 89.61 88.97 88.45 89.88 86.07 89.86 89.18 89.73 89.72 86.54 89.26 88.47 88.03 86.65 86.53 88.12
398 372 40 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 89.63 87.04 89.09 87.78 86.79 89.00 88.28 88.73 85.84 89.18 87.90 87.93 88.48 89.30 87.85 89.15 89.32 91.83 87.74 89.55 87.27 88.71 87.86 88.90 88.56 87.50
399 372 40 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 86.39 88.19 90.02 87.04 87.81 88.35 86.05 86.64 88.14 88.31 87.07 87.95 89.46 87.57 85.69 87.41 87.75 88.09 88.17 88.35 86.17 86.69 87.91 87.04 88.38 87.05
428 372 40 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 83.54 85.83 87.00 86.87 88.05 87.74 89.37 86.49 88.86 88.33 86.55 87.83 88.51 89.98 87.72 81.74 89.99 88.67 87.54 87.36 87.24 89.07 87.86 87.70 87.34 86.60
429 372 40 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 88.24 88.60 89.05 87.61 88.48 86.13 88.86 88.51 89.68 89.58 85.82 87.21 90.12 87.43 87.19 89.37 88.99 87.71 89.32 88.15 88.54 88.48 86.61 89.30 87.66 88.24
430 372 40 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 88.71 88.81 88.65 87.31 87.83 87.63 89.78 85.57 89.31 89.54 89.04 86.90 87.86 87.14 86.54 89.13 88.64 90.36 87.71 87.92 86.22 84.83 88.62 87.00 86.96 86.24
431 372 40 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.19 87.95 90.32 88.63 90.17 87.69 91.38 87.19 88.43 87.84 89.03 87.28 89.62 90.77 88.82 89.62 89.72 90.57 89.76 88.16 87.98 88.22 86.03 87.74 87.66 86.32
460 372 40 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 85.06 87.26 87.47 88.11 86.98 85.54 87.19 87.34 88.38 89.32 86.89 87.54 84.08 87.41 88.46 89.63 87.59 85.98 87.69 88.17 84.77 87.76 79.42 87.47 84.42 88.71
461 372 40 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 88.67 88.48 90.49 86.68 91.81 87.95 89.22 88.28 87.64 90.08 91.49 87.16 89.60 90.50 89.46 89.22 89.22 89.19 89.73 88.66 88.95 87.74 87.97 87.00 88.17 89.07
462 372 40 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 90.25 87.46 89.23 88.41 90.71 88.06 91.01 88.13 87.32 90.09 90.66 89.90 91.21 89.54 88.56 89.69 91.47 89.51 91.07 89.68 90.60 87.39 88.97 88.62 87.97 87.50
463 372 40 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 87.74 88.75 87.82 86.77 92.08 86.72 88.68 89.25 90.79 86.12 90.03 87.17 91.19 90.77 87.86 91.82 88.40 88.71 90.32 90.39 85.53 87.86 87.92 87.94 88.48 87.75
492 372 40 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 89.33 88.86 87.89 88.60 86.58 85.66 87.35 89.15 88.40 89.21 89.30 88.35 89.68 88.47 82.62 89.64 87.84 87.07 88.84 87.70 87.31 88.53 88.16 87.24 86.80 88.24
493 372 40 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 87.25 90.82 86.68 87.35 87.61 87.31 86.41 86.90 86.62 89.24 90.61 87.72 90.73 88.28 86.20 89.00 88.09 89.17 88.23 87.91 88.54 86.67 89.45 89.56 86.83 86.25
494 372 40 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 87.01 87.88 89.06 88.01 88.39 86.93 89.09 87.92 89.55 88.93 89.29 89.31 89.15 87.64 89.30 90.37 88.97 89.15 89.12 88.47 87.25 86.77 88.37 87.23 87.37 88.23
495 372 40 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 86.15 87.84 88.97 88.23 89.27 87.16 88.85 89.38 88.53 87.82 88.44 87.80 88.09 88.30 87.26 89.97 88.01 89.32 89.07 89.08 89.03 89.14 88.96 87.17 87.93 86.73
524 372 40 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 89.72 86.48 85.92 88.75 86.42 87.77 88.32 87.89 87.44 89.47 87.77 89.55 87.42 88.02 86.44 88.27 88.41 87.39 87.66 87.60 88.06 87.54 90.11 86.17 88.43 87.18
525 372 40 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 87.55 89.51 86.54 88.42 89.73 87.23 89.63 88.78 88.31 88.35 88.22 88.17 89.21 88.37 88.15 86.90 89.18 86.59 89.43 89.86 87.92 87.61 87.91 88.19 90.22 87.80
526 372 40 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 89.67 88.17 87.36 87.18 89.67 88.40 87.71 89.71 90.12 89.96 89.03 87.98 88.92 86.20 87.96 91.23 90.19 88.71 88.28 88.28 87.80 87.80 89.40 89.14 89.73 87.20
527 372 40 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.83 87.35 90.64 87.19 90.91 86.39 91.78 89.15 90.53 89.35 88.41 88.58 90.61 90.88 87.14 89.24 90.27 89.68 88.19 87.65 87.59 89.34 89.95 85.37 89.54 86.04
556 372 40 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 88.05 70.38 87.92 88.95 90.02 86.65 90.83 90.67 88.66 89.15 87.52 88.15 87.25 87.61 88.34 89.76 86.35 88.88 88.72 89.10 89.02 88.39 86.94 86.84 88.14 87.40
557 372 40 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.41 87.78 89.39 89.18 86.99 88.01 89.35 87.91 90.48 87.84 88.18 89.47 89.90 89.25 87.83 89.35 89.18 87.65 88.98 88.22 89.47 87.63 87.02 89.00 89.53 87.59
558 372 40 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 89.29 89.46 90.08 85.99 88.34 87.37 90.07 88.14 88.16 90.08 88.11 87.63 89.14 89.45 88.73 91.16 91.20 88.84 89.75 89.67 89.25 88.13 88.87 89.06 87.32 87.11
559 372 40 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 89.15 88.01 88.14 87.78 89.06 88.50 88.78 88.02 88.64 89.06 90.22 87.76 89.39 89.06 90.49 89.85 88.12 90.10 89.26 87.83 88.08 88.51 89.11 86.65 89.69 86.79
588 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.16 87.80 87.71 88.20 86.42 87.24 88.83 87.28 88.66 87.98 87.85 88.20 88.94 88.50 88.57 90.47 90.11 89.54 89.36 87.55 88.94 86.81 89.21 87.81 84.86 86.06
589 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.90 89.73 89.02 87.49 86.40 86.86 88.36 87.33 89.00 89.37 88.74 87.58 89.40 88.03 88.42 88.52 88.30 86.94 89.48 89.10 88.01 89.14 88.81 88.46 89.30 87.24
590 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.59 87.42 85.56 88.47 85.87 85.03 88.39 88.28 88.00 88.91 88.84 86.04 88.69 88.97 86.53 88.63 89.14 90.59 86.64 88.15 88.81 87.19 90.45 87.93 88.63 87.36
591 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.11 86.34 86.69 88.40 87.19 88.16 88.65 88.32 87.75 88.25 87.62 88.10 86.59 88.70 88.28 88.14 89.65 87.57 90.27 88.78 90.62 89.37 91.48 88.01 87.59 88.56
620 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.51 88.97 89.55 88.71 89.41 88.73 90.60 89.35 88.86 88.41 87.99 89.29 89.70 89.86 89.03 88.06 88.84 89.52 89.42 89.36 88.64 87.63 91.00 87.33 89.38 87.94
621 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.25 88.84 88.02 86.48 87.54 89.25 89.22 88.83 86.96 88.07 89.93 87.63 89.45 89.56 86.31 89.80 89.65 89.49 91.24 89.22 90.48 87.16 91.21 87.71 89.39 89.37
622 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.93 88.85 90.45 87.60 88.64 88.66 86.80 88.45 88.48 89.22 90.70 85.82 88.92 90.74 87.30 88.80 88.98 88.91 90.77 89.55 88.34 88.71 90.27 88.60 90.08 86.79
623 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.30 87.61 88.86 87.64 88.79 89.16 90.91 89.37 89.32 89.66 90.20 86.36 90.39 88.78 88.02 90.13 88.67 90.04 90.27 88.42 89.09 87.84 90.40 86.62 88.83 86.76
652 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 86.62 90.00 90.74 88.02 89.27 89.76 89.70 90.26 88.67 88.43 90.17 89.22 90.16 89.68 87.84 88.56 87.73 90.88 89.74 89.81 89.18 89.51 88.68 88.96 88.88 86.75
653 372 40 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.99 89.91 90.12 88.08 89.80 88.00 90.74 88.35 89.62 88.90 88.33 86.08 87.59 88.70 88.97 89.30 87.93 90.31 88.24 89.59 89.32 87.32 90.21 87.67 88.93 89.41
654 372 40 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.91 86.86 91.48 87.16 86.69 88.23 89.06 88.92 90.91 89.30 90.23 88.02 88.75 89.44 89.92 89.21 85.73 88.01 91.56 86.00 89.91 88.68 89.35 90.79 89.92 87.88
655 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.19 88.40 89.97 89.15 89.33 88.96 88.30 88.68 88.33 87.47 89.73 88.71 90.12 90.64 89.42 89.82 88.30 89.04 89.38 89.84 89.39 88.27 90.25 89.22 89.36 87.69
684 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 87.69 89.27 86.95 88.26 86.08 88.00 89.46 87.95 88.78 87.32 88.27 86.11 88.02 89.35 86.44 89.87 90.05 88.72 89.68 87.91 86.92 87.68 88.32 87.37 88.11 88.08
685 372 40 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.70 86.91 86.97 85.45 86.72 85.17 88.46 88.44 87.67 87.85 88.22 84.66 88.33 89.06 86.22 90.19 90.06 89.82 88.16 88.95 86.72 85.01 87.35 87.54 86.13 84.95
686 372 40 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 85.51 85.95 86.90 88.06 89.26 85.69 88.02 87.94 87.28 87.84 86.77 85.51 87.32 88.28 87.44 86.94 89.33 89.45 88.58 86.84 88.23 86.19 87.60 85.96 88.52 84.69
687 372 40 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 86.18 86.84 88.91 87.11 88.56 85.31 88.78 90.53 84.71 87.72 89.38 85.96 87.50 88.65 85.71 87.38 86.50 89.42 86.82 86.44 88.00 87.15 89.02 86.77 86.31 87.20
716 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.10 88.03 89.52 88.46 87.15 87.95 88.87 88.31 90.20 87.69 90.82 88.35 89.95 90.24 89.21 90.63 90.49 88.28 91.38 89.86 87.61 88.09 89.46 87.47 88.24 89.86
717 372 40 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.00 88.01 89.27 88.69 89.68 89.27 88.44 89.10 88.90 85.93 88.01 88.50 91.43 89.35 89.42 90.94 89.80 90.15 88.53 89.39 89.71 87.53 87.96 88.43 87.61 87.96
718 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.42 88.24 87.88 87.66 87.79 87.81 89.59 89.11 89.52 87.79 88.28 86.59 89.51 91.57 87.40 89.66 90.42 90.85 88.70 88.12 86.77 88.26 88.98 89.36 89.50 89.76
719 372 40 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.13 86.68 89.46 86.80 89.06 85.64 87.34 87.64 90.31 90.72 89.18 87.70 89.42 88.94 87.08 89.75 88.19 88.33 88.53 87.83 89.51 88.36 89.13 89.76 88.05 85.71
748 372 40 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.32 90.11 88.04 86.10 86.60 88.68 87.37 85.33 88.84 89.29 88.41 88.40 88.19 90.07 86.97 87.30 88.22 90.95 87.60 89.15 86.60 88.34 89.43 88.48 86.55 86.24
749 372 40 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 87.95 89.69 90.99 88.21 88.66 88.56 88.43 88.23 90.64 88.51 91.31 89.82 89.42 89.19 86.60 89.66 89.16 90.81 91.03 90.06 88.46 88.02 89.83 87.78 90.17 87.06
750 372 40 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 88.58 89.54 89.06 88.47 88.70 89.50 88.11 89.54 91.30 87.16 88.38 87.46 89.71 89.33 85.86 89.86 90.93 89.50 89.08 90.20 87.73 87.55 91.53 88.01 88.15 89.08
751 372 40 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 88.46 87.58 90.10 87.81 88.30 91.54 89.88 88.01 90.28 89.20 90.27 86.98 88.52 89.76 89.03 91.84 88.00 90.55 89.57 88.43 88.30 88.41 88.46 87.90 87.84 87.49
780 372 40 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 86.18 86.91 89.43 85.97 89.33 85.76 86.79 86.07 89.61 87.73 87.20 86.64 87.64 88.79 86.61 90.18 89.46 88.42 88.62 88.66 86.71 86.47 87.12 86.60 87.95 85.61
781 372 40 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.36 88.23 88.54 87.55 87.48 87.81 88.39 86.99 89.20 89.81 90.02 88.15 87.85 87.55 87.80 88.75 90.35 88.83 88.23 86.72 89.36 88.10 88.64 87.43 86.92 85.34
782 372 40 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.47 88.00 87.64 86.69 85.57 87.46 88.40 87.68 87.84 87.30 88.62 87.34 87.48 87.73 87.40 88.84 89.42 87.00 88.14 87.06 88.00 84.94 86.33 84.24 86.92 85.86
783 372 40 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 86.23 87.62 85.64 87.12 89.05 87.48 87.27 89.09 88.05 87.95 88.99 87.40 87.58 89.11 86.36 88.44 86.96 87.20 88.50 89.27 87.79 87.37 87.92 87.34 85.69 86.70
812 372 40 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 86.92 87.84 89.25 86.43 87.24 87.73 88.55 87.77 90.59 88.85 90.60 86.88 89.75 87.45 88.89 88.69 88.69 88.80 90.14 87.70 87.04 86.69 88.89 86.89 86.44 87.81
813 372 40 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 89.58 87.62 89.24 87.82 89.85 87.63 88.72 88.33 87.84 89.33 88.34 88.68 88.39 88.02 86.81 89.68 86.68 87.25 90.30 86.85 87.89 86.72 86.45 85.39 87.10 86.80
814 372 40 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.91 87.46 90.22 86.29 86.66 88.12 88.12 87.78 88.16 89.46 88.49 86.06 89.84 88.61 88.60 90.23 90.59 86.76 88.96 88.20 87.43 87.72 88.55 87.16 87.24 85.62
815 372 40 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.53 89.87 88.73 86.80 87.79 86.46 88.30 87.29 88.50 88.64 87.23 86.48 88.69 89.30 88.29 89.35 88.04 88.46 87.05 87.79 87.04 86.71 87.50 87.44 86.77 86.60
844 372 40 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.82 88.83 87.65 87.92 87.77 86.61 88.88 87.01 88.77 89.41 87.91 88.36 90.81 88.42 86.49 88.15 88.83 90.65 90.02 87.19 88.67 87.86 87.88 87.85 86.42 85.92
845 372 40 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 87.55 88.35 89.10 87.35 89.70 85.17 88.65 86.31 89.07 88.30 89.83 86.86 87.95 88.86 87.23 88.84 89.14 89.16 86.58 89.09 87.82 86.30 87.54 86.88 87.01 88.20
846 372 40 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 87.79 87.81 88.95 87.49 89.81 88.20 88.13 88.12 89.17 89.30 89.63 86.00 90.13 88.39 89.15 90.36 89.76 90.09 89.73 86.39 86.81 87.93 88.59 88.38 87.83 86.71
847 372 40 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 85.66 88.31 89.10 88.04 85.15 87.47 87.81 87.96 88.02 87.65 87.97 87.39 88.60 86.94 88.38 89.68 89.81 88.03 89.88 87.89 87.19 87.10 88.25 88.19 86.26 87.07
876 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.15 88.56 87.40 87.69 88.55 88.13 87.15 87.91 88.79 87.85 90.50 85.69 89.45 86.35 89.96 89.49 91.08 87.88 88.68 88.03 88.39 86.84 88.35 89.61 89.05 85.49
877 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.88 87.16 87.31 87.54 89.28 88.00 88.77 88.04 89.39 89.62 88.66 87.96 88.14 88.65 89.04 88.88 89.05 88.87 87.58 87.44 87.15 86.83 91.70 88.52 87.13 87.02
878 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.42 87.27 87.96 86.97 87.53 88.20 90.65 88.30 89.61 89.42 87.78 87.58 89.99 89.39 84.86 88.99 88.12 89.31 86.30 88.77 89.41 87.19 89.20 88.15 84.95 87.73
879 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.93 88.20 89.75 88.00 89.04 86.80 89.48 88.38 88.62 87.56 89.14 89.27 88.37 89.81 85.92 89.43 88.90 91.17 89.55 88.11 88.66 86.64 89.70 86.88 88.49 85.84
908 372 40 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.34 88.63 89.27 87.97 90.04 87.06 88.35 88.42 89.86 90.32 89.32 89.01 88.35 89.57 88.01 88.06 90.20 90.09 89.92 88.24 91.16 87.71 91.10 87.58 89.72 88.42
909 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.57 88.81 90.72 88.62 87.56 89.64 88.63 89.67 89.04 89.01 88.26 89.08 89.40 89.44 88.98 89.65 88.68 89.05 88.64 86.39 89.55 87.64 90.48 87.51 88.94 87.41
910 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.60 89.02 89.89 90.15 88.69 86.96 89.97 90.25 88.11 90.12 89.07 89.26 88.84 89.34 88.60 89.06 88.57 91.73 89.43 88.24 87.82 88.74 90.62 86.96 88.67 89.44
911 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.75 87.14 89.89 89.71 89.23 89.55 89.62 88.39 89.17 90.10 90.31 89.43 89.85 88.14 88.94 88.72 89.53 90.35 90.30 89.44 89.95 87.67 91.06 89.15 88.77 87.95
940 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.29 90.33 88.60 89.46 89.50 91.01 89.17 89.49 90.51 88.62 91.76 90.79 89.76 89.02 88.97 88.82 89.39 90.69 89.77 89.47 88.15 87.64 91.09 88.86 90.56 89.94
941 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.29 89.66 88.75 89.27 90.20 89.62 90.04 89.56 89.61 90.19 88.90 88.17 88.61 90.00 87.43 87.62 89.25 89.95 90.17 87.99 90.81 87.16 90.54 88.38 89.64 87.06
942 372 40 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 86.73 89.14 90.77 89.14 90.18 88.35 88.82 88.87 89.00 89.41 90.03 90.86 89.58 89.44 87.97 88.77 89.95 89.11 88.88 89.96 90.68 87.85 89.74 88.25 89.77 88.67
943 372 40 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.00 88.53 91.44 89.34 89.31 87.05 88.30 87.45 89.28 91.16 89.31 88.66 90.43 89.22 89.10 89.79 92.15 90.41 89.48 89.93 89.50 88.07 90.29 88.85 88.20 90.26
972 372 40 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 86.85 86.47 86.28 87.26 87.18 87.18 88.42 88.76 86.86 88.69 87.07 87.11 87.93 89.82 87.69 88.73 87.85 89.89 88.74 88.11 88.24 86.68 87.71 85.90 83.53 84.61
973 372 40 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 85.97 86.17 88.30 88.02 85.92 86.89 87.30 88.68 88.69 88.46 90.29 88.25 88.85 89.66 88.07 89.22 89.22 89.86 88.11 86.48 88.23 85.19 87.58 86.99 89.80 88.46
974 372 40 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.91 87.68 88.74 88.07 87.44 88.07 89.81 87.66 89.84 87.74 89.49 85.42 87.75 87.13 87.35 88.35 87.00 87.50 87.64 86.54 86.72 86.16 87.87 86.89 87.22 89.46
975 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.89 87.42 88.00 87.82 88.31 88.23 90.77 87.57 89.35 89.68 89.52 86.65 89.99 88.41 88.81 90.97 88.96 89.44 86.45 86.16 88.43 85.72 86.24 87.37 90.01 88.14
1004 372 40 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.18 89.05 90.46 87.53 88.45 85.18 89.91 88.74 88.89 90.97 88.79 84.42 89.62 87.51 86.58 89.23 88.65 89.57 89.53 87.39 87.09 87.97 90.22 87.48 86.41 88.01
1005 372 40 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.68 88.23 90.55 87.46 88.36 87.29 90.11 87.69 90.40 88.55 88.70 87.82 88.75 89.86 87.98 90.86 89.45 90.08 88.74 88.22 88.71 89.02 89.87 87.14 86.82 88.91
1006 372 40 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.90 89.91 90.31 88.05 89.79 88.26 90.33 89.02 90.09 89.31 90.82 87.80 89.62 89.22 88.07 90.48 89.46 89.72 90.59 88.74 88.87 89.00 89.49 89.54 90.38 88.70
1007 372 40 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 90.47 86.00 87.22 87.70 88.96 89.32 89.19 87.72 90.42 90.47 88.21 88.32 91.59 88.68 89.57 90.47 88.54 89.43 89.83 90.43 89.72 88.24 89.30 86.59 89.97 87.95
1036 372 40 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.46 88.48 88.47 87.89 90.33 88.19 89.07 89.14 89.21 88.27 89.74 88.96 89.20 86.46 85.16 88.28 89.39 88.27 86.98 90.19 88.30 88.27 90.77 88.41 89.52 88.84
1037 372 40 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.55 88.20 91.72 88.75 88.81 88.68 90.10 87.36 87.88 89.45 89.27 87.37 89.42 90.01 87.72 89.60 89.83 89.26 89.85 88.73 89.76 88.07 87.70 88.69 88.51 87.88
1038 372 40 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 88.75 88.65 89.68 88.02 88.56 87.71 89.90 90.22 89.41 88.11 88.21 87.08 89.80 89.93 89.06 89.35 89.11 89.93 90.29 90.01 90.17 88.77 88.60 89.22 89.29 90.47
1039 372 40 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 90.51 89.07 89.08 88.35 90.88 88.03 90.08 88.75 88.56 87.69 90.58 87.47 90.26 90.03 86.46 89.28 89.13 89.71 90.25 89.77 89.06 86.49 90.87 87.90 89.61 87.80
1068 372 40 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.53 88.03 87.71 87.93 87.59 86.71 86.61 87.78 90.08 87.83 87.47 87.76 88.31 88.99 87.23 86.70 88.10 90.31 88.89 86.65 88.71 86.50 88.48 86.47 87.91 86.42
1069 372 40 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.85 86.54 88.19 87.66 88.89 87.26 88.35 88.26 86.91 88.15 86.53 88.54 88.94 88.94 87.08 87.65 88.00 88.05 89.40 86.69 87.60 88.34 87.95 84.52 88.75 85.98
1070 372 40 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 86.94 88.85 87.61 85.55 87.10 86.06 87.58 87.92 88.57 86.78 87.86 86.25 86.30 86.37 87.00 88.81 87.38 85.80 89.17 86.99 87.78 85.76 86.46 85.69 85.70 87.44
1071 372 40 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 86.59 86.33 87.38 87.89 88.63 85.79 87.18 86.87 86.87 89.04 87.86 86.06 87.58 87.93 85.72 88.44 88.87 86.67 86.77 88.04 87.32 85.57 90.07 87.76 86.24 86.42
1100 372 40 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 85.91 86.00 89.08 87.75 87.30 89.08 87.63 88.51 88.19 87.81 88.86 88.58 89.50 88.34 87.45 89.53 88.66 89.46 88.07 89.38 88.34 86.54 90.22 88.65 87.24 86.49
1101 372 40 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 86.97 87.92 87.95 87.45 88.06 87.28 88.75 88.58 88.09 88.82 90.32 89.04 89.36 90.05 87.96 88.69 89.84 88.26 89.92 88.71 87.43 87.27 88.20 86.96 90.50 87.14
1102 372 40 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.89 88.37 87.83 87.03 88.64 85.30 87.86 87.82 88.67 88.49 87.33 85.62 89.89 89.06 86.31 89.33 89.70 89.28 88.94 87.91 88.13 87.01 89.41 86.47 87.25 85.24
1103 372 40 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 85.41 87.27 87.85 87.45 87.45 87.34 88.10 88.44 88.11 87.80 87.74 87.60 89.02 87.76 86.55 90.20 88.15 88.87 90.22 89.00 88.54 86.12 89.01 86.59 87.80 85.70
1132 372 40 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.95 87.79 90.05 86.85 89.45 88.49 89.60 87.07 88.99 88.23 89.28 88.64 89.00 89.77 86.55 87.80 88.54 88.39 87.98 89.69 88.47 87.06 88.56 86.50 87.64 87.68
1133 372 40 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 88.87 88.14 88.24 88.47 87.57 87.23 90.50 87.10 89.75 88.28 90.74 87.52 88.10 88.21 88.53 87.36 89.65 88.04 89.78 89.46 87.89 87.82 88.77 88.87 88.26 86.10
1134 372 40 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 89.01 86.90 89.34 88.18 87.90 87.25 88.08 88.37 91.14 90.60 88.65 88.08 89.48 89.70 87.73 89.04 90.01 90.30 88.89 89.57 88.80 87.00 88.67 88.46 87.94 87.11
1135 372 40 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.01 86.96 89.11 88.22 89.82 89.15 87.34 83.66 89.71 88.80 88.42 89.33 89.36 90.02 87.65 89.13 89.54 88.07 89.59 86.82 90.88 87.28 88.16 90.31 87.89 87.76


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
591 86.64 86.34 85.40 85.98 87.41 87.61 87.04 87.04 88.40 88.53 87.50 87.53 88.21 86.06 87.34 86.44 87.43 86.83 88.24 87.82 86.60 87.07 88.98 85.76 87.43 88.45 87.233846
655 86.57 86.14 87.74 85.82 86.39 87.30 87.06 88.29 86.35 86.94 87.04 87.60 86.71 87.97 88.38 87.90 87.77 87.50 89.49 88.17 85.13 87.54 87.15 86.11 87.42 86.27 87.182692
911 86.37 86.02 86.81 88.15 86.05 87.33 87.84 87.96 88.35 88.17 86.65 86.37 87.42 87.05 88.31 88.08 87.19 87.43 88.76 87.98 87.12 85.71 86.77 85.78 86.41 86.13 87.161923
879 87.57 87.56 86.35 87.02 86.74 86.87 86.72 87.54 87.89 87.55 89.37 88.25 87.75 87.50 86.22 89.17 86.34 89.26 88.19 88.82 84.42 85.57 87.13 83.45 86.21 86.18 87.140000
589 85.67 87.26 87.70 86.71 86.13 86.91 86.55 87.13 86.76 87.23 88.36 87.98 88.56 85.12 86.87 88.33 86.73 86.68 88.25 88.90 86.11 85.54 88.27 85.83 86.45 87.27 87.050000
684 87.00 87.89 85.38 86.42 86.60 88.11 87.76 87.67 87.00 87.08 87.06 87.42 88.04 86.32 86.83 88.17 86.36 86.37 88.85 88.05 85.16 85.76 86.94 86.04 86.39 88.19 87.033077
940 87.65 88.03 85.27 87.05 86.97 87.80 85.85 88.19 87.49 87.44 88.23 88.09 88.65 87.24 88.04 87.74 86.36 87.44 86.93 87.76 83.49 84.65 86.83 85.52 86.39 87.30 87.015385
622 86.39 87.82 85.84 86.69 85.57 87.85 86.75 87.19 87.30 86.81 88.68 87.47 86.92 86.12 86.30 87.59 86.29 87.45 88.58 88.02 86.64 85.32 86.89 88.42 87.27 85.69 86.994615
876 86.64 87.16 85.29 85.52 86.31 87.71 86.09 87.53 88.12 87.52 88.31 87.12 87.01 86.55 86.04 87.73 89.00 88.37 88.97 88.64 85.02 85.71 87.46 85.91 87.29 84.63 86.986538
910 86.50 86.01 87.44 87.45 85.02 86.79 87.31 87.77 87.82 87.56 87.56 85.51 86.40 87.66 88.42 88.50 86.22 87.64 87.48 86.34 85.51 87.87 87.47 84.00 87.32 87.28 86.955769

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
876 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 86.64 87.16 85.29 85.52 86.31 87.71 86.09 87.53 88.12 87.52 88.31 87.12 87.01 86.55 86.04 87.73 89.00 88.37 88.97 88.64 85.02 85.71 87.46 85.91 87.29 84.63
877 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.21 87.15 85.26 87.18 86.49 86.19 87.62 86.82 88.82 88.10 87.64 87.66 89.14 86.55 87.04 86.32 86.50 87.44 87.07 87.42 85.38 85.70 88.75 85.90 84.84 84.74
878 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.20 86.56 86.20 86.07 86.66 87.53 88.12 87.84 88.03 88.13 88.03 86.93 86.96 87.77 86.19 87.82 86.07 86.91 87.58 88.12 86.66 84.63 88.23 86.53 83.82 84.96
879 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.57 87.56 86.35 87.02 86.74 86.87 86.72 87.54 87.89 87.55 89.37 88.25 87.75 87.50 86.22 89.17 86.34 89.26 88.19 88.82 84.42 85.57 87.13 83.45 86.21 86.18
975 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 85.64 88.05 86.19 85.90 86.13 87.53 87.17 85.81 87.08 86.69 88.16 87.64 89.59 86.34 87.30 87.94 88.15 87.43 87.66 87.59 84.67 83.97 86.20 86.25 87.13 85.38
588 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.48 87.19 86.27 87.50 85.55 86.70 87.51 87.35 88.79 87.38 87.82 88.32 87.08 87.10 88.17 88.29 87.92 88.40 87.40 88.10 84.85 84.93 84.72 85.16 86.02 85.28
589 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 85.67 87.26 87.70 86.71 86.13 86.91 86.55 87.13 86.76 87.23 88.36 87.98 88.56 85.12 86.87 88.33 86.73 86.68 88.25 88.90 86.11 85.54 88.27 85.83 86.45 87.27
590 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 85.47 87.04 85.60 87.56 86.71 85.76 87.58 86.88 86.23 86.27 88.26 85.77 87.48 86.64 86.13 87.14 87.49 87.55 89.10 87.81 84.22 86.14 88.50 85.30 85.83 86.59
591 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.64 86.34 85.40 85.98 87.41 87.61 87.04 87.04 88.40 88.53 87.50 87.53 88.21 86.06 87.34 86.44 87.43 86.83 88.24 87.82 86.60 87.07 88.98 85.76 87.43 88.45
684 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 87.00 87.89 85.38 86.42 86.60 88.11 87.76 87.67 87.00 87.08 87.06 87.42 88.04 86.32 86.83 88.17 86.36 86.37 88.85 88.05 85.16 85.76 86.94 86.04 86.39 88.19
909 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 85.32 87.55 86.66 85.45 86.48 88.92 87.36 87.46 87.50 87.42 86.90 85.83 87.84 87.27 87.28 89.02 85.38 87.71 85.45 85.86 87.10 84.83 86.47 84.21 87.71 84.98
910 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 86.50 86.01 87.44 87.45 85.02 86.79 87.31 87.77 87.82 87.56 87.56 85.51 86.40 87.66 88.42 88.50 86.22 87.64 87.48 86.34 85.51 87.87 87.47 84.00 87.32 87.28
911 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.37 86.02 86.81 88.15 86.05 87.33 87.84 87.96 88.35 88.17 86.65 86.37 87.42 87.05 88.31 88.08 87.19 87.43 88.76 87.98 87.12 85.71 86.77 85.78 86.41 86.13
620 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 85.84 86.10 87.15 86.58 86.39 88.26 89.19 87.06 86.14 86.89 86.47 88.57 88.42 85.42 86.08 87.29 88.16 86.79 87.70 88.05 85.36 86.35 87.29 84.86 86.70 85.46
621 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.14 87.33 86.07 84.91 86.98 87.35 87.20 87.82 86.74 86.75 87.07 87.46 87.72 86.60 87.58 87.58 86.11 87.65 87.84 87.68 85.88 86.18 86.46 84.14 85.51 84.97
622 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.39 87.82 85.84 86.69 85.57 87.85 86.75 87.19 87.30 86.81 88.68 87.47 86.92 86.12 86.30 87.59 86.29 87.45 88.58 88.02 86.64 85.32 86.89 88.42 87.27 85.69
623 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.64 87.47 88.86 86.13 85.97 86.55 88.34 87.41 87.65 85.99 87.86 87.69 87.55 85.38 87.18 88.22 85.62 87.45 88.41 86.94 85.01 85.30 85.79 83.22 87.28 84.85
716 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.39 87.45 86.06 86.66 86.09 87.57 86.31 88.10 87.54 86.94 88.10 88.13 88.12 87.20 86.33 87.21 88.13 85.62 88.27 87.96 84.60 85.09 85.98 83.88 85.93 87.06
718 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 84.90 86.65 84.81 86.21 86.36 88.57 85.75 86.00 87.75 87.46 88.38 87.30 87.55 86.68 86.00 87.90 88.42 87.47 87.01 85.73 85.29 85.37 87.32 86.43 86.60 87.67
940 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.65 88.03 85.27 87.05 86.97 87.80 85.85 88.19 87.49 87.44 88.23 88.09 88.65 87.24 88.04 87.74 86.36 87.44 86.93 87.76 83.49 84.65 86.83 85.52 86.39 87.30
941 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 86.15 86.17 86.14 85.53 86.42 87.67 86.31 87.37 87.30 88.61 86.88 87.38 88.29 86.79 86.42 87.54 87.97 87.61 87.82 86.88 87.69 83.40 85.32 86.48 86.40 82.97
652 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 85.78 88.44 87.19 85.22 84.99 86.55 87.06 87.08 86.73 87.02 87.64 87.35 89.24 86.19 86.53 89.14 87.03 87.43 88.05 87.41 86.04 87.64 83.88 87.93 85.43 82.91
655 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.57 86.14 87.74 85.82 86.39 87.30 87.06 88.29 86.35 86.94 87.04 87.60 86.71 87.97 88.38 87.90 87.77 87.50 89.49 88.17 85.13 87.54 87.15 86.11 87.42 86.27 
Size of the All data:  (144, 29)
Size of the Sig data:  (23, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
8 372 40 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 89.15 88.56 87.40 87.69 88.55 88.13 87.15 87.91 88.79 87.85 90.50 85.69 89.45 86.35 89.96 89.49 91.08 87.88 88.68 88.03 88.39 86.84 88.35 89.61 89.05 85.49
13 372 40 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.88 87.16 87.31 87.54 89.28 88.00 88.77 88.04 89.39 89.62 88.66 87.96 88.14 88.65 89.04 88.88 89.05 88.87 87.58 87.44 87.15 86.83 91.70 88.52 87.13 87.02
12 372 40 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 88.42 87.27 87.96 86.97 87.53 88.20 90.65 88.30 89.61 89.42 87.78 87.58 89.99 89.39 84.86 88.99 88.12 89.31 86.30 88.77 89.41 87.19 89.20 88.15 84.95 87.73
3 372 40 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.93 88.20 89.75 88.00 89.04 86.80 89.48 88.38 88.62 87.56 89.14 89.27 88.37 89.81 85.92 89.43 88.90 91.17 89.55 88.11 88.66 86.64 89.70 86.88 88.49 85.84
14 372 40 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.89 87.42 88.00 87.82 88.31 88.23 90.77 87.57 89.35 89.68 89.52 86.65 89.99 88.41 88.81 90.97 88.96 89.44 86.45 86.16 88.43 85.72 86.24 87.37 90.01 88.14
10 372 40 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 89.16 87.80 87.71 88.20 86.42 87.24 88.83 87.28 88.66 87.98 87.85 88.20 88.94 88.50 88.57 90.47 90.11 89.54 89.36 87.55 88.94 86.81 89.21 87.81 84.86 86.06
4 372 40 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.90 89.73 89.02 87.49 86.40 86.86 88.36 87.33 89.00 89.37 88.74 87.58 89.40 88.03 88.42 88.52 88.30 86.94 89.48 89.10 88.01 89.14 88.81 88.46 89.30 87.24
18 372 40 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.59 87.42 85.56 88.47 85.87 85.03 88.39 88.28 88.00 88.91 88.84 86.04 88.69 88.97 86.53 88.63 89.14 90.59 86.64 88.15 88.81 87.19 90.45 87.93 88.63 87.36
0 372 40 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.11 86.34 86.69 88.40 87.19 88.16 88.65 88.32 87.75 88.25 87.62 88.10 86.59 88.70 88.28 88.14 89.65 87.57 90.27 88.78 90.62 89.37 91.48 88.01 87.59 88.56
5 372 40 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 87.69 89.27 86.95 88.26 86.08 88.00 89.46 87.95 88.78 87.32 88.27 86.11 88.02 89.35 86.44 89.87 90.05 88.72 89.68 87.91 86.92 87.68 88.32 87.37 88.11 88.08
19 372 40 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.57 88.81 90.72 88.62 87.56 89.64 88.63 89.67 89.04 89.01 88.26 89.08 89.40 89.44 88.98 89.65 88.68 89.05 88.64 86.39 89.55 87.64 90.48 87.51 88.94 87.41
9 372 40 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.60 89.02 89.89 90.15 88.69 86.96 89.97 90.25 88.11 90.12 89.07 89.26 88.84 89.34 88.60 89.06 88.57 91.73 89.43 88.24 87.82 88.74 90.62 86.96 88.67 89.44
2 372 40 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.75 87.14 89.89 89.71 89.23 89.55 89.62 88.39 89.17 90.10 90.31 89.43 89.85 88.14 88.94 88.72 89.53 90.35 90.30 89.44 89.95 87.67 91.06 89.15 88.77 87.95
11 372 40 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 87.51 88.97 89.55 88.71 89.41 88.73 90.60 89.35 88.86 88.41 87.99 89.29 89.70 89.86 89.03 88.06 88.84 89.52 89.42 89.36 88.64 87.63 91.00 87.33 89.38 87.94
21 372 40 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.25 88.84 88.02 86.48 87.54 89.25 89.22 88.83 86.96 88.07 89.93 87.63 89.45 89.56 86.31 89.80 89.65 89.49 91.24 89.22 90.48 87.16 91.21 87.71 89.39 89.37
7 372 40 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.93 88.85 90.45 87.60 88.64 88.66 86.80 88.45 88.48 89.22 90.70 85.82 88.92 90.74 87.30 88.80 88.98 88.91 90.77 89.55 88.34 88.71 90.27 88.60 90.08 86.79
20 372 40 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.30 87.61 88.86 87.64 88.79 89.16 90.91 89.37 89.32 89.66 90.20 86.36 90.39 88.78 88.02 90.13 88.67 90.04 90.27 88.42 89.09 87.84 90.40 86.62 88.83 86.76
15 372 40 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 90.10 88.03 89.52 88.46 87.15 87.95 88.87 88.31 90.20 87.69 90.82 88.35 89.95 90.24 89.21 90.63 90.49 88.28 91.38 89.86 87.61 88.09 89.46 87.47 88.24 89.86
17 372 40 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.42 88.24 87.88 87.66 87.79 87.81 89.59 89.11 89.52 87.79 88.28 86.59 89.51 91.57 87.40 89.66 90.42 90.85 88.70 88.12 86.77 88.26 88.98 89.36 89.50 89.76
6 372 40 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.29 90.33 88.60 89.46 89.50 91.01 89.17 89.49 90.51 88.62 91.76 90.79 89.76 89.02 88.97 88.82 89.39 90.69 89.77 89.47 88.15 87.64 91.09 88.86 90.56 89.94
22 372 40 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.29 89.66 88.75 89.27 90.20 89.62 90.04 89.56 89.61 90.19 88.90 88.17 88.61 90.00 87.43 87.62 89.25 89.95 90.17 87.99 90.81 87.16 90.54 88.38 89.64 87.06
16 372 40 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 86.62 90.00 90.74 88.02 89.27 89.76 89.70 90.26 88.67 88.43 90.17 89.22 90.16 89.68 87.84 88.56 87.73 90.88 89.74 89.81 89.18 89.51 88.68 88.96 88.88 86.75
1 372 40 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.19 88.40 89.97 89.15 89.33 88.96 88.30 88.68 88.33 87.47 89.73 88.71 90.12 90.64 89.42 89.82 88.30 89.04 89.38 89.84 89.39 88.27 90.25 89.22 89.36 87.69 
Size of the test data:  (23, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 87.960870 0.877361
mAP_valid_abs_values_16 87.872174 0.730386
mAP_valid_abs_values_13 87.854348 0.836958
mAP_valid_abs_values_11 87.737826 0.717894
mAP_valid_abs_values_20 87.654348 0.829895
mAP_valid_abs_values_9 87.468696 0.766707
mAP_valid_abs_values_18 87.410000 0.719583
mAP_valid_abs_values_6 87.366522 0.754825
mAP_valid_abs_values_12 87.363913 0.814509
mAP_valid_abs_values_8 87.361304 0.616746
mAP_valid_abs_values_10 87.325217 0.667266
mAP_valid_abs_values_7 87.151739 0.822765
mAP_valid_abs_values_2 87.103478 0.728876
mAP_valid_abs_values_17 87.071304 0.990011
mAP_valid_abs_values_15 86.999130 0.827735
mAP_valid_abs_values_23 86.904348 1.250025
mAP_valid_abs_values_14 86.674783 0.759131
mAP_valid_abs_values_25 86.425217 0.933896
mAP_valid_abs_values_4 86.422174 0.837534
mAP_valid_abs_values_3 86.333913 0.992402
mAP_valid_abs_values_5 86.278696 0.585439
mAP_valid_abs_values 86.224348 0.661162
mAP_valid_abs_values_26 85.878696 1.473611
mAP_valid_abs_values_22 85.663913 1.113213
mAP_valid_abs_values_21 85.563043 1.047071
mAP_valid_abs_values_24 85.526522 1.304975


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 89.891304 1.288337
mAP_test_abs_values_18 89.513478 1.196699
mAP_test_abs_values_19 89.269565 1.396422
mAP_test_abs_values_14 89.268261 1.077103
mAP_test_abs_values_11 89.262609 1.133270
mAP_test_abs_values_16 89.248696 0.857132
mAP_test_abs_values_13 89.227826 0.883305
mAP_test_abs_values_7 89.214348 1.058802
mAP_test_abs_values_17 89.211304 0.826665
mAP_test_abs_values_9 88.901304 0.787247
mAP_test_abs_values_21 88.744348 1.114364
mAP_test_abs_values_10 88.727826 0.925738
average_map 88.691689 0.447810
mAP_test_abs_values_3 88.660435 1.383150
mAP_test_abs_values_8 88.655652 0.848490
mAP_test_abs_values_25 88.624348 1.407047
mAP_test_abs_values_20 88.509130 1.029819
mAP_test_abs_values 88.414783 1.061414
mAP_test_abs_values_2 88.394348 1.032424
mAP_test_abs_values_6 88.335217 1.269960
mAP_test_abs_values_4 88.250870 0.882450
mAP_test_abs_values_5 88.163913 1.230516
mAP_test_abs_values_24 88.097391 0.848363
mAP_test_abs_values_15 88.012174 1.291218
mAP_test_abs_values_12 87.907826 1.387480
mAP_test_abs_values_26 87.749565 1.275936
mAP_test_abs_values_22 87.727391 0.941050
Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_40 =  res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]

res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]


result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')


result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]

html_table = result_merged_mwu_40.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 19 87.960870 89.269565
1 16 87.872174 89.248696
2 13 87.854348 89.227826
3 11 87.737826 89.262609
4 20 87.654348 88.509130
5 9 87.468696 88.901304
6 18 87.410000 89.513478
7 6 87.366522 88.335217
8 12 87.363913 87.907826
9 8 87.361304 88.655652
10 10 87.325217 88.727826
11 7 87.151739 89.214348
12 2 87.103478 88.394348
13 17 87.071304 89.211304
14 15 86.999130 88.012174
15 23 86.904348 89.891304
16 14 86.674783 89.268261
17 25 86.425217 88.624348
18 4 86.422174 88.250870
19 3 86.333913 88.660435
20 5 86.278696 88.163913
21 1 86.224348 88.414783
22 26 85.878696 87.749565
23 22 85.663913 87.727391
24 21 85.563043 88.744348
25 24 85.526522 88.097391
Code 
#%%


dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 56

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
20 372 56 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 81.26 83.15 83.43 82.83 83.69 82.88 83.91 81.38 83.04 82.28 85.14 82.12 82.40 83.74 81.18 84.48 83.28 83.59 86.14 84.71 80.33 81.80 79.95 81.36 80.58 80.07
21 372 56 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 82.46 82.07 84.14 84.22 83.33 85.00 83.33 83.90 85.17 84.87 86.67 83.95 83.04 84.40 85.24 86.82 85.21 83.90 86.28 84.80 82.70 82.19 82.94 81.29 83.15 81.78
22 372 56 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 82.46 83.32 83.27 82.92 83.15 82.50 84.00 84.26 85.00 85.31 82.47 85.86 84.88 86.09 83.95 85.17 82.66 82.96 84.45 84.61 84.34 82.32 82.70 85.92 82.44 81.00
23 372 56 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 83.20 84.97 82.53 85.19 83.89 84.12 85.04 84.41 84.00 83.31 85.78 84.69 84.89 83.50 84.05 84.45 86.74 85.41 84.58 86.20 80.20 81.76 81.07 79.46 82.60 82.38
52 372 56 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 84.51 83.55 82.92 83.52 83.03 82.88 84.13 85.65 83.03 83.56 83.44 82.79 82.76 83.35 81.85 85.41 83.80 84.20 86.59 84.24 81.29 80.98 81.52 78.79 81.50 81.03
53 372 56 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 81.09 83.86 82.96 84.77 83.40 83.69 82.51 85.68 83.61 84.44 86.30 86.03 87.36 85.21 87.43 85.39 83.83 82.93 84.28 86.20 82.09 83.27 82.80 82.89 83.42 84.24
54 372 56 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 83.27 84.12 86.33 83.96 83.12 85.77 85.62 84.43 83.72 86.46 85.38 86.46 81.24 84.17 84.51 84.46 84.44 85.23 86.30 85.72 82.96 83.19 82.55 81.80 85.53 81.64
55 372 56 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 85.67 84.20 84.66 83.82 83.09 86.67 85.12 85.95 86.46 85.13 87.47 85.33 83.42 85.25 85.45 85.30 84.46 85.86 85.67 86.31 83.96 82.84 85.81 82.19 84.75 19.49
84 372 56 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 84.04 83.44 84.64 84.80 81.39 85.58 84.05 84.73 84.13 86.34 84.23 85.38 83.68 82.60 82.81 85.68 84.11 84.48 84.12 83.18 81.04 82.16 81.65 82.48 83.14 82.07
85 372 56 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 83.01 85.29 83.78 85.01 83.96 83.29 85.29 84.08 84.00 83.37 85.02 85.06 85.77 85.10 83.58 86.24 84.61 86.66 86.74 86.38 81.41 83.42 83.80 83.00 83.02 84.80
86 372 56 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 84.67 85.56 83.23 83.14 84.89 85.02 86.08 84.74 86.09 85.56 85.80 85.46 86.62 84.67 84.56 83.63 83.66 85.71 85.07 84.99 81.67 83.05 82.72 84.16 84.13 82.67
87 372 56 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 86.52 82.78 85.42 84.66 84.38 83.77 86.42 84.30 85.13 88.44 86.43 85.41 83.62 85.17 84.21 85.42 84.70 87.89 86.47 85.97 82.49 82.00 82.74 82.27 82.70 81.28
116 372 56 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 83.10 84.33 83.19 85.98 83.04 82.94 84.01 83.17 84.93 85.12 87.41 85.15 84.11 85.64 83.76 86.59 83.23 85.26 85.01 85.88 82.98 79.81 82.65 81.68 83.28 84.24
117 372 56 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 83.06 84.38 84.77 84.70 85.50 86.62 86.55 82.68 85.75 83.81 86.93 86.57 84.94 86.27 83.98 86.47 85.07 85.52 85.33 86.22 82.65 81.82 83.92 82.15 84.01 83.45
118 372 56 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 83.69 85.39 83.73 85.44 84.56 85.22 84.85 86.87 85.09 83.86 86.77 86.27 84.61 84.76 82.63 85.49 85.37 86.95 86.63 87.37 83.52 82.06 82.20 82.30 83.47 83.66
119 372 56 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 85.08 84.10 82.13 85.64 83.50 85.26 83.87 85.23 84.97 85.17 85.95 89.11 84.30 86.24 85.98 87.83 85.00 85.00 86.94 85.89 83.74 82.83 83.47 82.08 84.00 83.20
148 372 56 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 81.88 83.72 84.78 84.36 82.50 84.21 83.89 85.89 83.29 83.41 85.56 86.86 82.51 84.84 81.91 86.62 84.98 84.65 85.81 84.29 84.40 81.58 82.62 84.02 82.73 82.87
149 372 56 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 83.47 85.02 85.43 83.78 82.63 85.41 85.16 87.83 84.36 84.83 85.55 85.74 85.24 86.79 87.11 85.95 85.35 84.23 86.06 84.55 83.24 82.31 81.77 84.88 85.24 86.35
150 372 56 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 84.41 85.25 83.97 85.42 85.27 84.83 85.06 85.83 86.66 84.74 87.55 87.18 86.51 85.45 85.55 86.35 84.55 86.72 85.21 87.01 84.27 84.05 85.73 84.11 84.21 82.53
151 372 56 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 85.19 85.36 84.13 86.80 85.53 85.95 85.33 85.46 85.69 86.68 85.89 87.07 84.74 87.31 86.28 86.84 85.25 88.19 85.03 86.03 84.77 83.20 84.12 82.10 83.63 83.54
180 372 56 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 83.47 82.97 84.64 84.96 81.26 84.93 85.30 79.53 85.57 85.46 85.98 84.81 85.50 84.62 83.64 19.49 86.22 87.76 84.30 85.05 82.17 83.77 83.23 84.23 82.68 81.08
181 372 56 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 84.52 84.65 83.14 85.21 85.84 86.48 85.77 84.17 85.86 86.15 84.23 86.20 87.01 86.02 85.80 87.10 86.39 84.38 84.52 87.16 82.66 83.30 81.99 85.52 84.74 85.46
182 372 56 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 85.54 83.92 85.62 85.16 84.77 86.41 86.78 19.49 84.51 87.18 85.88 85.30 84.24 84.71 86.19 85.97 85.07 86.16 82.16 86.27 85.80 83.66 83.47 83.11 83.09 83.94
183 372 56 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 85.58 88.16 84.44 85.30 85.32 85.00 84.04 86.42 86.36 86.40 87.00 85.35 87.45 83.66 85.26 86.27 87.03 85.23 85.77 85.46 83.54 85.61 85.12 84.19 84.72 84.47
212 372 56 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 83.34 84.58 83.49 86.38 85.63 85.69 84.05 83.50 84.28 86.34 86.56 85.80 84.55 84.94 82.18 85.03 85.83 85.61 83.64 84.30 83.35 80.48 84.06 82.87 83.08 80.60
213 372 56 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 83.56 85.58 85.51 85.09 86.44 86.43 84.38 86.45 85.96 87.37 86.10 85.59 85.96 85.90 85.65 85.85 85.26 86.69 85.38 84.98 85.03 83.54 85.66 83.99 83.77 81.84
214 372 56 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 82.57 84.92 84.35 83.54 84.02 85.97 85.11 84.18 86.75 87.84 88.50 85.73 86.21 85.46 84.49 85.12 85.32 86.05 85.48 85.42 85.07 80.65 87.35 84.46 81.39 85.08
215 372 56 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 84.71 84.13 84.35 84.25 84.17 84.93 86.78 84.88 86.07 84.64 86.77 85.75 85.01 85.91 85.83 86.59 86.61 88.48 85.24 83.98 85.91 82.21 83.89 84.70 83.30 81.75
244 372 56 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 84.35 81.53 83.99 82.29 84.42 84.51 84.92 83.16 84.83 85.63 83.78 85.62 85.34 84.19 84.49 87.61 86.57 86.47 86.12 85.32 84.81 84.20 83.85 80.59 84.34 84.09
245 372 56 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 86.30 84.51 84.43 85.82 83.37 85.60 88.06 86.43 87.00 83.08 85.61 86.74 86.02 85.95 83.41 86.75 85.57 86.44 87.31 87.20 83.19 83.43 85.39 84.37 84.14 82.86
246 372 56 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 83.16 84.72 83.87 19.49 85.68 85.30 85.55 85.95 85.04 86.32 85.24 86.17 85.53 86.09 86.37 86.95 86.24 87.41 85.38 86.34 83.22 82.81 85.02 84.07 83.68 84.26
247 372 56 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 84.42 85.67 85.66 85.78 84.20 85.81 85.19 84.24 85.39 85.52 85.15 85.95 86.66 86.18 86.62 88.71 86.11 86.69 86.40 85.15 81.50 83.54 85.00 84.46 83.86 84.03
276 372 56 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 85.57 84.37 81.78 84.75 85.69 85.28 85.40 85.23 83.52 86.04 84.17 85.61 84.48 84.46 84.42 85.22 84.66 84.51 87.42 85.65 82.13 84.52 82.76 84.53 84.12 82.62
277 372 56 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 82.34 84.88 86.28 84.74 83.95 85.72 84.55 87.33 86.45 87.61 85.21 87.00 85.32 85.03 86.32 88.14 86.43 87.76 85.80 86.14 83.47 83.72 81.18 82.11 81.76 82.94
278 372 56 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 85.30 85.67 86.06 84.27 83.75 86.25 85.36 86.54 84.20 83.82 85.00 86.63 87.39 85.65 85.66 87.12 85.29 84.81 84.16 85.43 83.27 85.54 84.37 85.00 84.68 84.19
279 372 56 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 84.73 85.55 85.73 85.19 84.77 84.56 86.53 85.60 88.12 85.90 86.62 86.32 89.09 83.73 85.27 86.02 85.84 84.55 86.97 86.71 83.88 84.21 82.53 81.65 84.00 85.53
308 372 56 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 81.33 84.06 82.62 81.80 82.38 85.17 82.82 84.16 83.37 83.04 84.69 83.65 85.43 84.74 80.85 83.30 82.33 83.73 85.12 85.35 81.50 81.69 80.14 83.04 81.67 79.93
309 372 56 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 83.30 84.18 85.30 83.67 85.36 83.16 83.61 85.12 85.69 84.91 85.57 88.63 84.88 82.95 86.32 86.49 87.11 84.78 86.03 88.65 84.60 81.75 82.91 82.76 83.85 82.52
310 372 56 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 84.95 84.64 84.06 85.27 83.92 85.54 84.38 86.02 83.67 86.34 87.63 85.62 86.14 84.73 85.47 87.05 85.33 86.57 86.88 86.61 83.08 81.77 83.71 82.25 81.13 82.08
311 372 56 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 84.47 84.88 84.26 83.87 83.73 85.40 83.22 86.28 84.63 85.96 88.03 85.19 86.00 85.82 85.36 86.23 84.21 84.66 86.42 87.00 81.17 81.68 84.31 82.61 83.61 81.73
340 372 56 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 82.20 84.15 84.00 83.07 82.60 85.66 82.38 84.30 84.14 83.77 83.89 84.56 83.68 83.81 83.39 84.21 83.38 85.56 86.08 84.65 81.79 82.13 83.41 82.33 83.67 83.70
341 372 56 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 81.20 85.59 85.04 84.12 85.66 85.59 89.01 86.66 86.47 85.55 86.19 85.78 86.19 85.52 86.95 87.20 84.68 85.57 86.12 83.89 80.24 83.31 81.64 83.85 84.62 83.54
342 372 56 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 84.37 85.44 83.84 83.80 85.20 84.69 86.04 84.98 85.46 85.26 85.30 85.84 85.76 82.60 86.06 84.79 85.43 84.32 86.17 88.27 81.12 82.28 83.46 84.27 81.39 84.85
343 372 56 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 84.23 85.43 83.68 86.20 82.27 85.66 85.31 86.04 86.38 86.08 87.43 87.10 85.61 85.68 84.97 86.10 84.04 86.34 84.94 87.17 84.61 82.94 83.61 82.61 83.17 84.70
372 372 56 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 83.65 84.37 81.91 81.88 83.73 84.52 84.28 86.26 85.62 84.52 84.55 82.97 83.33 84.52 84.50 85.44 86.24 84.08 85.14 84.79 80.02 78.95 83.52 82.17 82.46 80.42
373 372 56 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 84.11 84.37 83.75 84.82 84.04 85.96 83.92 84.47 86.07 85.99 86.59 86.76 84.27 85.04 83.59 85.60 84.09 87.75 87.02 85.27 84.03 83.29 82.19 85.14 82.92 82.94
374 372 56 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.72 85.40 84.42 84.98 84.04 86.04 82.74 85.37 85.71 86.01 84.65 86.32 85.20 86.37 85.42 87.36 86.10 84.79 85.23 86.01 85.54 82.65 83.84 84.14 84.36 84.68
375 372 56 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 83.35 84.76 85.67 84.37 83.32 84.67 86.18 83.95 84.04 84.21 86.32 87.00 84.88 87.43 86.27 86.64 86.14 86.07 83.76 86.98 83.74 82.36 83.68 80.93 83.39 81.85
404 372 56 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 82.88 84.54 83.18 82.75 84.67 84.94 85.76 86.09 83.70 85.45 85.54 83.50 84.63 84.30 82.52 84.32 86.68 85.14 87.25 84.73 82.09 83.20 83.23 83.50 80.77 81.31
405 372 56 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 85.16 85.55 84.92 85.59 84.58 85.27 84.91 84.87 85.26 86.07 85.36 87.49 84.88 85.58 85.13 85.98 85.69 86.40 86.88 84.15 83.97 83.48 85.01 84.72 84.03 82.69
406 372 56 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 85.31 84.27 84.25 85.43 84.43 84.85 86.14 86.02 86.47 84.65 87.27 85.19 88.76 86.43 85.94 87.83 85.97 86.78 86.71 87.19 83.28 82.72 83.42 81.65 84.22 84.90
407 372 56 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.05 84.71 85.75 85.63 85.33 85.60 86.52 85.44 86.50 86.41 85.73 85.61 85.29 87.59 85.25 87.35 87.41 87.95 85.55 86.08 84.77 80.70 85.54 81.89 83.77 83.23
436 372 56 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 82.65 83.23 82.39 86.45 82.26 83.78 82.93 84.51 85.15 84.36 85.24 85.73 85.62 85.10 83.60 85.56 82.78 85.88 86.55 84.72 86.20 82.78 84.60 82.55 84.28 82.17
437 372 56 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 84.25 84.01 84.44 84.51 85.15 85.86 88.21 84.40 87.30 87.17 85.93 87.21 88.12 85.57 84.70 86.25 85.74 84.99 87.81 87.49 84.14 82.96 82.86 82.87 82.79 82.88
438 372 56 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 82.64 84.63 83.31 86.14 83.70 84.31 83.99 85.26 88.56 86.35 86.30 87.08 84.43 86.91 84.88 86.71 87.37 87.90 86.03 84.93 82.81 84.39 83.68 83.91 83.44 84.47
439 372 56 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.90 85.21 84.47 82.47 84.81 85.78 84.45 87.15 88.23 85.42 86.61 87.50 86.05 85.02 86.23 85.66 86.09 84.90 86.89 85.31 82.31 84.47 83.71 85.92 84.93 84.12
468 372 56 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 84.43 84.89 84.57 82.66 82.08 85.50 86.24 86.55 85.91 84.97 83.41 85.47 85.21 84.89 83.84 83.19 83.37 84.93 84.67 84.20 81.56 83.74 85.53 82.56 82.43 84.87
469 372 56 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 82.99 84.58 85.25 82.92 86.05 85.58 84.26 85.65 85.99 84.64 85.08 85.68 86.24 85.73 85.84 86.51 84.71 86.63 86.40 86.12 84.41 83.50 84.51 84.69 81.51 83.31
470 372 56 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 83.35 85.10 83.35 84.44 85.35 86.50 86.18 86.13 86.46 86.12 86.12 85.49 88.72 85.10 86.51 87.19 84.61 87.21 86.77 85.64 85.21 84.01 85.81 84.02 83.47 83.81
471 372 56 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 83.72 85.40 87.18 85.58 83.88 85.49 86.73 86.12 86.56 86.52 84.65 87.35 87.93 84.86 85.74 85.98 86.20 85.98 86.11 87.35 83.17 83.08 85.68 85.02 82.21 83.10
500 372 56 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 83.08 85.74 83.54 84.84 83.11 85.66 85.76 85.60 85.68 84.44 85.51 84.46 86.84 85.60 85.17 87.10 85.21 83.84 86.81 86.31 82.23 82.39 84.51 85.14 84.74 84.81
501 372 56 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 85.70 85.71 85.98 85.51 83.88 85.02 84.49 85.93 85.97 85.23 86.33 86.84 86.40 84.68 85.22 85.39 85.62 86.20 87.12 86.25 84.69 82.91 85.93 86.39 82.83 84.87
502 372 56 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 84.00 86.98 83.49 83.91 85.67 85.22 84.90 86.89 85.14 86.11 86.96 84.90 85.44 83.94 85.34 83.47 85.56 86.46 85.49 86.22 82.82 82.17 86.13 82.80 82.20 82.60
503 372 56 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 85.91 83.98 86.09 83.03 82.95 85.62 85.58 86.93 85.31 85.21 86.20 86.62 87.38 86.57 85.68 86.49 83.64 85.37 86.88 85.24 86.13 84.20 85.69 83.14 85.67 82.34
532 372 56 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 83.91 84.82 85.31 86.25 85.71 85.10 85.73 87.22 85.71 84.23 85.12 84.82 86.01 85.85 84.81 84.15 84.01 84.12 84.96 85.73 82.38 83.70 83.49 82.45 82.65 81.76
533 372 56 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 85.82 85.60 84.78 86.75 85.93 84.45 85.87 84.80 86.60 83.37 86.99 87.09 85.77 84.04 86.74 85.32 85.96 85.91 86.64 85.58 83.33 84.52 83.17 84.21 81.90 85.08
534 372 56 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 85.08 83.22 84.99 85.45 85.54 85.75 86.81 85.97 85.14 86.61 84.67 87.66 86.20 85.21 84.12 88.40 86.95 86.49 85.68 86.53 85.26 83.58 85.99 84.37 82.85 84.37
535 372 56 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 84.05 86.26 87.05 86.13 83.97 86.18 86.04 86.27 87.16 87.18 84.27 86.15 85.54 84.60 86.52 85.95 86.04 87.13 84.90 87.05 82.21 83.01 84.83 83.11 84.04 85.32
564 372 56 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 82.65 83.58 86.30 83.29 84.01 85.91 83.42 85.62 84.89 86.17 85.76 85.68 85.19 84.90 84.79 84.10 86.38 84.82 87.40 84.32 82.88 82.30 83.46 80.82 83.82 82.67
565 372 56 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 82.87 84.84 83.36 86.90 85.86 84.84 85.46 87.17 87.21 83.52 84.94 85.71 87.38 84.08 85.00 85.79 86.00 87.03 86.64 85.35 85.15 83.52 85.27 83.98 84.89 84.07
566 372 56 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 82.30 85.17 86.99 82.99 81.93 86.50 87.66 84.93 86.74 86.27 84.81 84.51 85.74 86.81 85.88 85.85 83.97 85.46 87.45 85.46 85.12 84.24 84.62 82.20 82.23 85.84
567 372 56 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 85.20 83.81 83.94 84.50 86.80 85.51 84.89 84.91 86.70 85.93 83.63 86.63 85.63 86.22 84.41 87.20 87.23 85.35 86.08 86.37 84.85 84.32 83.41 83.88 83.28 83.23
596 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.51 85.98 85.99 87.17 85.92 87.95 88.14 87.12 87.19 87.11 86.95 87.56 88.65 87.99 88.39 87.94 88.48 88.08 88.59 87.09 88.52 87.05 88.08 86.27 86.86 85.45
597 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 84.70 87.00 86.36 86.19 86.57 87.14 88.43 88.50 86.87 88.66 88.75 89.28 87.17 85.96 86.64 88.58 86.59 88.10 88.51 87.35 88.15 86.17 85.77 83.95 88.72 84.78
598 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 89.68 85.17 86.79 84.82 86.48 87.30 87.13 88.15 85.91 87.28 87.23 86.72 88.12 85.62 87.94 88.49 87.39 88.15 88.64 88.20 85.62 85.21 87.66 83.76 85.86 85.97
599 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.54 87.50 86.68 87.74 87.21 86.02 87.83 87.56 87.18 86.81 88.97 86.81 87.89 85.99 86.62 86.89 88.88 88.76 87.90 90.01 87.56 84.92 87.97 85.10 85.73 87.20
628 372 56 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 84.72 86.51 85.19 86.77 86.69 86.23 87.47 88.61 86.42 87.02 87.36 87.48 86.90 86.43 86.33 88.86 87.94 87.12 88.23 88.97 86.58 85.28 86.50 83.07 85.76 85.92
629 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.27 86.68 87.80 86.35 86.50 86.47 86.60 88.04 87.67 87.83 87.47 86.51 86.67 87.72 86.42 89.27 86.57 88.66 87.05 88.76 87.48 87.61 88.86 86.62 87.27 86.86
630 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.24 87.85 86.25 87.13 86.08 87.58 87.32 87.12 87.78 87.40 87.88 86.81 86.43 87.87 86.03 87.51 85.18 86.94 86.03 87.86 86.52 85.24 88.12 85.21 86.71 86.41
631 372 56 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 85.92 87.90 87.26 86.28 86.57 88.43 87.12 88.16 86.79 87.70 87.94 87.95 87.31 86.82 86.68 88.15 86.85 87.40 87.91 87.51 85.34 85.26 87.39 85.88 86.90 85.72
660 372 56 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 86.88 87.50 86.53 87.13 85.71 86.91 87.46 87.23 87.55 88.30 87.98 87.62 87.07 86.48 87.57 88.49 86.38 87.91 85.81 87.73 86.83 85.19 85.38 86.89 87.36 85.23
661 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.01 85.94 87.43 85.93 87.06 87.35 85.72 87.32 87.39 87.08 88.00 87.07 87.53 86.70 86.78 88.34 85.72 88.77 85.71 88.37 85.22 84.80 87.69 85.21 87.46 86.76
662 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 86.69 87.24 87.23 87.75 86.01 87.56 86.61 87.38 87.15 86.11 87.34 86.51 88.27 88.69 87.49 87.65 86.54 87.46 87.56 88.68 89.09 85.83 88.46 87.08 85.03 86.19
663 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.00 86.78 87.37 86.29 86.92 87.59 86.81 87.71 88.07 88.05 87.62 88.93 88.39 87.79 85.75 87.96 87.67 87.12 88.12 86.72 85.00 87.06 87.55 86.60 87.44 84.11
692 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.69 85.88 86.20 87.13 86.39 86.84 87.83 86.59 87.19 87.57 88.76 87.89 87.63 88.13 87.77 88.31 87.57 88.03 88.57 88.66 85.49 84.31 87.20 85.56 86.29 87.43
693 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.63 86.68 87.48 87.35 88.15 88.53 87.99 87.37 87.42 87.10 88.67 88.32 89.25 87.13 88.05 86.38 85.73 87.93 88.17 88.15 84.98 86.51 87.57 86.55 88.57 86.91
694 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.66 87.02 87.20 86.47 86.07 88.22 87.26 87.81 87.39 87.35 87.08 87.29 87.26 86.57 87.71 86.54 88.51 88.18 88.13 88.62 89.31 83.51 87.25 84.36 87.02 87.14
695 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.17 86.41 86.13 88.23 87.12 88.02 88.00 87.83 88.03 88.55 87.51 87.51 88.79 88.01 87.50 88.61 87.65 88.56 88.41 88.88 88.80 84.80 86.93 85.62 86.25 85.12
724 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.43 87.11 87.81 87.71 85.85 86.83 85.30 86.98 87.35 87.20 87.84 87.81 87.95 88.80 85.99 87.19 87.58 87.65 88.32 89.02 84.66 85.96 86.53 85.13 85.82 84.68
725 372 56 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 85.69 86.73 85.65 86.47 87.19 86.69 87.19 86.86 86.86 87.30 86.75 87.66 88.02 86.91 86.47 88.52 85.81 86.55 87.79 88.55 87.60 85.25 87.46 86.82 85.37 86.13
726 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 86.36 87.56 87.11 86.08 85.91 87.46 86.46 87.81 87.54 88.33 88.85 86.40 87.49 88.00 87.28 87.14 85.56 87.76 87.20 88.97 85.85 86.75 85.76 85.85 86.95 83.37
727 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 85.07 87.58 86.94 86.32 87.22 87.38 87.03 87.01 88.71 87.74 87.04 88.15 88.05 85.64 87.94 88.58 87.32 88.73 88.49 87.06 86.15 84.33 87.45 84.61 85.49 86.88
756 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 86.07 86.71 87.66 86.07 85.59 86.37 87.31 87.44 87.92 87.27 86.95 86.60 87.96 87.48 87.07 88.10 86.47 88.20 88.66 88.30 84.75 85.24 86.38 85.71 85.60 85.18
757 372 56 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.76 85.33 86.84 85.50 86.47 87.43 87.27 87.37 86.42 87.66 86.87 87.32 87.64 86.42 87.23 87.24 86.77 86.32 87.01 87.90 83.90 85.60 86.76 86.03 86.66 85.50
758 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 86.58 87.17 85.52 85.84 85.07 88.85 88.24 86.26 86.87 86.59 88.34 88.21 87.49 86.86 88.55 87.89 88.90 86.56 87.45 87.14 83.98 84.19 84.39 85.16 86.37 88.73
759 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 85.46 86.35 85.76 84.94 85.81 85.86 87.95 87.94 88.18 87.34 86.87 88.15 87.48 88.34 87.63 87.41 86.34 86.80 88.05 86.66 87.29 85.34 86.72 86.33 84.63 84.77
788 372 56 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 86.39 87.06 86.40 88.55 85.98 86.06 86.27 86.91 86.75 86.30 87.31 86.95 86.87 86.42 86.00 87.13 86.64 86.84 88.21 86.95 86.34 84.42 86.51 84.45 85.83 85.67
789 372 56 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.04 88.25 86.57 87.20 85.36 87.07 86.95 85.73 88.07 87.05 88.04 85.72 88.42 87.03 87.08 87.49 86.88 87.97 88.33 88.96 84.95 85.81 85.27 85.23 87.00 84.56
790 372 56 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.39 86.58 85.81 86.13 85.76 87.68 86.81 86.40 88.46 86.44 87.10 87.09 85.79 87.16 85.25 87.17 86.54 87.28 86.08 87.72 86.20 85.46 85.34 86.93 87.45 86.18
791 372 56 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 85.61 86.06 85.81 87.20 85.60 87.23 85.80 88.01 88.70 86.76 87.54 84.69 87.31 87.54 85.91 87.43 85.21 86.93 87.40 87.45 85.52 86.33 87.24 84.70 85.28 84.42
820 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 86.08 87.72 86.97 85.80 88.16 87.61 87.43 88.01 88.28 87.85 86.58 86.41 88.26 87.43 85.62 85.98 86.12 85.45 87.18 87.66 86.43 84.91 86.96 87.13 85.45 86.06
821 372 56 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 83.92 87.65 85.63 86.52 87.44 85.99 87.14 86.71 88.33 86.87 88.14 88.02 88.01 87.89 85.70 86.47 86.88 87.34 87.85 88.68 86.91 84.94 87.02 87.28 86.80 85.59
822 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 87.71 87.77 87.66 84.44 85.28 87.04 86.30 86.84 87.20 87.18 88.16 86.96 87.28 88.43 85.51 86.71 85.77 87.91 87.44 87.70 86.02 84.32 85.26 86.82 82.96 85.36
823 372 56 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 86.27 85.80 85.33 85.20 85.53 86.38 85.11 87.71 87.08 87.06 86.79 88.38 87.19 85.30 86.59 88.86 86.34 87.55 87.24 86.44 85.95 85.46 86.70 85.06 85.54 85.52
852 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 88.50 84.94 86.25 86.27 86.35 86.68 86.16 86.25 87.08 88.58 88.14 88.90 87.73 87.42 86.26 86.01 85.77 86.45 88.28 86.00 85.92 86.28 87.59 87.77 84.22 84.90
853 372 56 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 83.65 84.34 86.62 87.72 85.74 87.43 87.92 85.89 88.10 86.31 87.98 85.84 87.98 85.15 84.95 86.31 86.65 88.23 88.23 88.33 87.33 85.13 83.63 85.63 82.99 84.91
854 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 86.20 85.85 87.21 85.80 87.07 85.91 86.05 87.97 88.39 86.55 87.18 87.16 87.41 87.28 87.55 88.19 87.16 88.58 86.89 87.31 83.93 86.84 88.41 84.64 87.49 87.79
855 372 56 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 86.80 88.46 87.90 86.08 86.66 86.93 87.59 87.69 86.89 86.79 85.75 87.02 87.53 85.60 86.62 87.55 86.95 87.97 87.03 87.15 88.23 84.93 85.34 85.60 86.04 86.04
884 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.01 88.70 86.07 87.59 87.06 87.07 87.90 86.77 86.30 87.45 88.36 88.92 87.46 86.55 86.75 88.27 86.87 89.02 87.33 87.55 88.52 86.00 88.03 84.93 87.06 87.84
885 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.61 84.55 87.45 87.34 88.32 87.48 87.97 87.06 87.08 87.13 87.48 87.02 87.48 88.99 87.43 87.52 88.71 86.82 87.63 87.95 87.30 86.88 87.75 85.38 87.07 86.70
886 372 56 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.68 87.97 87.25 87.30 86.92 85.91 86.76 87.47 87.34 86.63 87.09 86.99 88.11 85.34 84.85 86.86 86.66 87.92 87.19 85.90 87.72 85.84 86.58 86.80 86.70 85.43
887 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.42 88.22 86.13 88.14 86.85 87.43 88.49 86.62 86.46 86.75 88.90 88.20 89.71 87.37 86.62 88.65 88.60 88.37 88.93 88.23 87.89 85.34 88.91 85.03 88.20 86.53
916 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.20 88.41 87.22 86.75 86.11 87.07 85.19 89.11 86.74 87.42 87.42 87.08 88.02 87.79 87.59 90.68 86.66 88.51 88.60 87.86 85.56 83.33 87.25 86.58 85.18 85.08
917 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.28 87.07 88.03 86.99 87.32 88.91 88.13 87.79 87.95 86.78 88.70 87.85 87.48 87.33 86.31 89.47 87.53 87.76 87.94 87.50 87.51 87.02 88.37 84.31 86.94 88.20
918 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.88 88.28 86.77 85.87 86.74 86.79 88.06 87.74 87.54 86.33 86.88 87.85 88.48 88.27 87.28 87.41 86.63 87.07 88.29 87.15 88.04 85.08 87.27 87.13 88.65 85.44
919 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.06 87.25 86.99 85.92 88.28 87.25 86.39 87.33 87.77 86.95 88.40 87.99 87.78 87.16 86.67 86.50 88.21 90.49 88.49 88.46 86.82 86.28 87.99 83.75 87.43 86.17
948 372 56 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 84.60 87.58 87.29 86.14 87.65 85.97 87.16 87.21 87.73 86.24 86.45 87.79 86.34 87.72 86.26 88.15 87.69 89.60 88.04 85.05 85.05 83.94 87.21 85.88 87.29 86.14
949 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.19 85.91 85.79 86.85 87.19 87.71 86.85 86.52 88.03 87.53 86.44 87.20 88.48 86.30 86.61 87.56 86.73 88.27 88.71 88.88 85.68 85.82 89.47 86.36 86.82 86.87
950 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 87.84 87.12 87.86 86.63 88.07 85.75 87.00 86.96 87.97 87.94 87.64 86.11 87.50 88.08 87.39 87.51 87.89 88.51 87.41 88.04 86.76 84.47 86.38 83.78 86.65 86.20
951 372 56 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 86.53 86.42 87.24 86.31 86.23 87.33 86.82 87.65 86.50 87.83 87.66 87.74 87.58 86.89 85.70 87.73 89.29 88.09 87.48 87.11 86.05 86.82 86.28 84.72 87.11 87.21
980 372 56 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.13 88.19 86.56 86.96 86.57 87.19 86.95 86.59 88.81 85.72 87.25 87.90 88.39 86.96 86.95 87.81 86.15 87.35 86.58 87.89 86.09 84.46 85.61 85.82 87.84 86.65
981 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 85.05 87.32 87.54 86.85 86.33 87.88 88.14 86.42 88.52 87.12 87.37 88.20 86.67 87.32 86.30 86.35 86.55 89.14 88.68 87.85 86.63 85.45 86.87 85.88 87.98 86.50
982 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 86.75 87.40 87.90 86.07 85.41 87.72 86.81 87.98 87.96 86.70 87.21 88.38 89.63 87.68 86.76 87.64 86.62 87.38 88.54 88.00 86.89 84.27 84.53 85.50 87.30 85.71
983 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.69 87.41 86.09 86.85 85.89 86.69 88.63 88.04 86.24 87.08 88.73 87.97 86.96 87.51 87.01 87.03 88.59 87.03 87.26 88.05 87.33 84.23 88.42 85.92 88.12 89.07
1012 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.59 87.85 87.14 87.07 86.41 88.05 87.25 87.21 87.34 86.29 87.38 87.75 88.66 89.01 85.84 89.22 87.40 87.53 87.96 87.28 86.13 87.42 87.01 85.14 87.87 87.58
1013 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 86.74 87.52 86.24 87.06 86.28 87.12 86.83 87.19 87.60 86.22 88.08 89.10 87.55 88.47 88.26 87.78 86.26 86.84 87.62 86.23 87.81 85.48 87.08 84.94 86.97 84.45
1014 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 87.39 87.31 87.09 87.04 87.31 87.39 86.28 87.35 88.59 87.09 88.41 87.95 85.65 86.53 85.60 88.38 87.73 88.07 88.25 87.67 86.34 86.12 87.05 84.92 85.92 87.29
1015 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 87.67 86.61 87.96 85.30 87.29 87.81 86.59 86.69 87.97 87.32 87.50 86.42 86.76 87.74 86.58 89.21 86.87 88.36 87.87 86.44 85.05 87.48 87.26 84.23 85.44 86.25
1044 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.13 85.43 88.31 85.65 87.19 88.13 88.04 85.76 86.24 86.18 88.05 87.97 88.28 88.85 86.44 89.19 88.81 88.23 87.60 88.80 85.07 86.70 83.38 84.83 86.49 83.89
1045 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 86.84 87.10 86.48 86.15 87.03 87.22 88.57 87.53 88.63 86.46 88.08 87.56 87.04 86.81 87.03 88.78 86.56 87.58 87.94 87.69 85.49 86.08 86.86 84.36 86.88 84.46
1046 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 86.02 87.29 85.40 87.54 85.16 86.94 87.53 87.29 87.33 87.30 87.36 88.69 88.28 87.68 87.76 87.93 87.46 87.85 88.73 87.89 88.32 86.69 86.20 85.36 86.88 87.00
1047 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 85.48 86.61 85.58 86.80 85.84 87.61 88.30 87.25 86.65 86.60 86.94 87.14 87.42 85.66 87.41 88.87 85.80 87.22 87.39 85.58 85.03 84.57 87.89 86.63 86.55 84.37
1076 372 56 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 86.03 87.23 86.44 87.44 84.55 87.02 88.00 87.53 86.56 86.13 87.68 86.74 87.06 85.20 84.87 86.14 87.37 88.65 87.92 86.61 86.16 85.73 85.88 85.17 87.30 85.95
1077 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.46 86.66 86.51 86.48 86.92 85.72 86.69 86.47 86.07 85.80 88.30 88.54 86.32 86.02 88.10 86.49 86.45 87.34 87.57 87.42 84.28 86.14 87.27 86.01 84.76 85.47
1078 372 56 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 86.78 86.45 85.21 85.77 87.79 88.52 87.94 86.52 86.73 88.17 88.00 86.83 86.67 85.55 85.36 87.95 87.48 86.51 88.16 87.56 84.12 86.61 87.26 85.31 87.27 84.88
1079 372 56 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 87.64 86.08 84.89 86.28 86.69 88.54 87.30 87.40 88.28 86.44 86.37 86.98 87.92 87.10 86.37 88.36 86.59 88.08 88.19 88.74 84.81 85.73 86.67 86.43 85.66 84.96
1108 372 56 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 85.42 86.14 86.32 87.25 86.82 88.46 86.91 86.72 86.43 86.19 88.37 87.69 86.90 86.67 85.01 87.12 86.59 87.05 87.43 87.85 85.62 85.70 87.49 85.93 83.76 84.86
1109 372 56 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 86.39 85.43 86.20 87.35 86.41 86.74 86.20 87.89 88.30 87.16 86.68 86.92 88.31 87.13 86.48 87.88 87.14 87.69 88.43 87.34 81.54 86.01 85.96 85.09 86.17 86.59
1110 372 56 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 85.52 86.80 85.30 86.25 85.83 85.75 88.13 86.41 88.13 88.29 86.75 84.37 86.64 87.64 86.68 87.96 87.12 86.44 88.18 87.92 81.43 84.05 86.66 86.47 86.24 85.10
1111 372 56 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 84.35 85.67 86.77 86.07 86.64 87.79 87.31 88.30 86.41 87.81 86.71 89.10 87.60 84.36 87.07 85.17 86.67 87.57 88.07 86.57 85.93 85.13 89.18 84.53 86.06 84.18
1140 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 86.28 85.10 87.02 84.81 86.52 88.48 87.00 86.74 87.48 86.35 86.62 86.01 88.08 86.77 85.08 87.58 87.01 87.79 86.77 87.48 86.11 85.80 86.40 85.46 82.91 88.19
1141 372 56 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 85.28 86.56 86.56 85.45 86.45 87.89 88.30 87.75 87.41 87.56 87.92 87.01 87.77 86.89 86.55 87.36 87.04 89.52 87.57 86.27 85.81 87.24 86.21 85.04 86.78 85.97
1142 372 56 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 87.99 86.58 87.40 85.57 86.85 87.59 88.26 85.77 87.71 86.92 86.54 88.05 86.44 87.88 85.42 88.11 86.35 88.42 86.82 88.62 85.90 84.32 85.90 84.04 85.28 85.80
1143 372 56 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 86.45 85.67 87.26 86.67 86.74 86.10 86.34 87.64 87.87 87.16 85.81 86.83 86.87 85.84 87.08 86.93 86.11 86.13 87.26 87.54 84.00 84.25 86.63 85.98 85.15 86.87


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
20 372 56 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.96 84.73 89.60 85.37 85.92 86.00 87.06 83.67 85.40 83.67 89.34 84.49 83.09 85.44 85.45 87.42 88.39 85.37 87.54 86.39 82.52 87.55 85.82 87.23 83.88 84.45
21 372 56 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 86.41 83.51 89.38 87.38 87.69 87.32 87.64 86.65 85.76 89.08 88.95 88.35 85.85 86.97 88.91 88.90 89.40 88.35 90.67 87.10 87.62 86.40 87.83 86.11 88.39 83.33
22 372 56 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.27 88.46 88.37 87.61 86.99 84.57 86.68 87.04 88.36 89.50 85.71 87.85 88.61 86.52 87.06 87.71 84.75 87.49 86.72 88.37 88.68 86.70 87.73 87.26 86.16 85.18
23 372 56 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.00 88.09 86.61 86.52 89.75 85.80 86.55 88.21 85.50 86.65 88.96 87.51 86.14 87.44 85.98 88.12 89.66 88.53 86.22 89.49 84.78 87.27 85.75 86.13 86.39 85.53
52 372 56 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 88.13 84.71 87.20 85.66 88.99 84.78 87.42 87.52 85.60 88.36 86.48 86.05 89.27 84.52 86.66 89.18 88.89 87.79 90.16 86.88 87.12 87.92 86.69 82.61 86.98 85.49
53 372 56 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 85.87 87.81 88.95 88.92 87.67 85.52 87.25 89.51 87.69 89.12 88.70 85.60 88.56 90.58 89.37 90.44 87.44 86.89 88.07 89.48 88.02 89.69 86.89 88.04 86.31 86.21
54 372 56 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.96 88.17 90.87 86.53 87.16 89.03 88.01 88.45 88.57 88.82 87.72 89.04 87.62 87.52 87.68 88.08 87.99 89.08 88.31 89.79 87.05 88.16 89.17 85.73 88.40 87.12
55 372 56 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 88.99 88.14 90.04 86.15 85.45 89.63 86.71 89.37 89.71 87.53 91.94 89.95 88.94 87.29 86.68 88.47 86.12 87.73 89.93 89.36 87.92 88.31 89.98 86.86 88.40 19.58
84 372 56 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 87.94 88.34 89.69 87.34 87.68 86.56 87.91 87.44 88.44 90.54 86.97 88.57 90.16 87.95 85.50 89.05 89.43 88.26 89.06 89.75 85.24 86.48 86.82 87.75 86.62 86.29
85 372 56 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.40 89.22 87.74 86.85 85.76 85.29 88.62 89.83 90.10 88.23 88.87 88.23 90.32 89.98 86.90 90.07 89.36 89.87 89.63 89.03 86.96 89.23 90.80 87.74 88.63 87.45
86 372 56 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.07 88.55 87.50 86.37 89.54 87.70 91.22 85.76 88.60 88.46 89.04 86.89 89.14 88.09 88.05 88.40 90.95 90.12 87.99 88.41 87.49 87.76 88.64 88.00 88.11 86.71
87 372 56 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 87.80 89.03 89.68 89.44 87.29 85.23 88.58 88.73 88.27 91.15 88.38 87.07 88.92 90.32 88.37 88.93 89.46 91.64 88.74 88.90 88.11 86.42 84.23 86.10 88.66 85.35
116 372 56 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 88.72 88.11 88.03 88.50 87.45 85.62 86.77 89.12 87.54 88.06 90.15 87.40 87.91 88.21 86.01 88.67 88.66 88.05 88.88 89.02 86.75 84.89 87.62 85.15 87.29 87.57
117 372 56 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.70 85.29 88.56 86.94 89.15 88.19 86.34 85.67 87.56 86.46 88.47 87.29 88.00 88.29 87.31 89.91 87.84 88.66 86.81 87.02 87.96 84.90 89.09 86.80 87.88 86.60
118 372 56 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 87.32 87.28 87.95 88.24 88.12 88.20 87.93 88.11 86.80 87.48 89.37 87.19 88.48 87.85 82.28 89.14 87.80 89.80 89.67 86.78 90.01 84.98 87.50 88.22 87.51 88.25
119 372 56 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 87.68 88.44 87.77 87.43 86.26 88.27 88.41 85.20 87.80 88.21 88.31 89.98 89.51 87.65 87.83 90.52 86.85 86.83 89.95 87.99 89.12 86.74 89.11 85.32 85.94 87.40
148 372 56 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 84.17 85.13 88.60 89.93 86.47 86.69 87.22 87.63 85.83 87.14 87.67 89.57 82.43 87.28 85.66 89.38 89.23 86.59 88.90 88.51 88.39 85.81 87.26 88.85 86.53 86.67
149 372 56 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 89.10 87.31 89.68 89.20 87.37 89.62 90.87 90.64 89.89 85.91 88.80 89.74 91.61 89.65 88.25 89.57 89.19 88.93 87.70 88.16 88.55 86.39 87.69 87.27 88.52 88.51
150 372 56 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.70 87.51 89.00 88.17 87.94 88.26 87.99 87.30 89.78 87.38 89.55 89.94 90.60 89.05 87.23 90.12 90.51 89.63 88.89 89.35 90.04 89.54 88.34 88.46 89.13 87.92
151 372 56 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 88.85 87.48 91.06 89.06 87.98 89.50 88.75 88.56 90.73 90.14 88.09 87.64 87.95 89.45 88.33 89.74 89.80 91.14 90.47 88.82 90.24 86.79 91.14 87.10 86.80 87.06
180 372 56 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 85.80 86.94 90.00 87.91 85.95 86.87 87.74 82.09 88.91 89.21 89.55 88.63 87.43 89.96 87.19 19.58 90.79 90.51 87.27 88.39 86.63 89.45 89.03 87.69 88.95 86.12
181 372 56 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 89.81 87.27 89.56 88.21 90.81 88.58 90.57 88.10 87.79 88.89 89.29 87.81 88.54 90.19 90.52 91.23 87.30 89.17 88.98 91.08 87.96 89.67 87.62 88.70 88.58 88.51
182 372 56 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 90.99 89.25 89.11 89.45 86.59 88.39 88.55 19.58 88.45 87.87 87.43 87.73 84.99 86.72 89.54 90.48 89.84 89.06 86.26 89.56 90.41 88.64 88.64 85.52 88.99 88.37
183 372 56 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 91.79 90.63 89.82 88.02 91.16 88.14 88.23 90.60 93.15 88.99 90.89 88.17 91.49 88.59 90.05 90.48 90.86 89.37 89.27 89.82 90.03 89.85 90.46 88.42 89.65 89.48
212 372 56 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 89.11 87.21 88.33 88.76 89.45 87.81 88.30 85.16 88.21 88.07 89.62 86.18 87.05 89.72 85.48 85.70 87.51 91.03 88.52 87.38 87.20 86.04 89.56 86.74 86.89 85.34
213 372 56 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 86.68 87.81 89.60 88.19 87.77 87.53 87.19 86.87 89.58 88.75 89.12 88.03 89.67 87.87 86.78 89.62 87.55 87.93 88.84 88.10 87.74 87.54 89.40 85.00 87.80 85.18
214 372 56 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 86.38 87.30 88.59 87.82 87.99 89.08 89.33 88.04 89.19 88.09 88.45 88.34 90.84 87.99 87.89 88.82 89.10 87.34 89.12 88.71 88.23 86.40 89.83 88.03 85.85 88.59
215 372 56 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 89.21 86.18 89.96 87.37 87.71 88.00 90.00 88.33 89.51 88.15 89.43 87.31 86.63 89.92 89.67 88.68 89.10 89.63 90.83 88.68 90.15 87.48 89.05 88.20 87.79 87.07
244 372 56 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 90.15 85.65 89.25 86.16 90.07 89.56 88.47 89.52 89.59 89.12 86.58 88.93 88.96 88.08 87.86 90.13 88.42 89.41 90.11 90.08 89.17 89.63 88.61 86.62 89.65 89.02
245 372 56 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 91.29 88.77 89.31 88.21 88.79 89.02 90.58 90.46 90.10 88.27 88.84 88.71 90.32 89.35 87.78 90.23 90.00 90.92 91.11 89.23 89.53 86.44 89.73 89.34 90.61 86.87
246 372 56 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 88.78 88.73 88.03 19.58 89.34 89.13 87.55 87.74 90.05 88.84 86.98 87.40 88.94 91.25 87.96 91.65 89.88 90.70 87.64 87.45 87.94 88.16 88.26 86.83 87.34 85.97
247 372 56 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.94 89.99 89.08 88.48 88.32 88.11 86.40 87.23 88.63 88.03 88.86 87.79 89.84 88.90 87.98 92.15 89.11 90.48 89.43 87.84 89.04 88.72 90.59 86.97 88.13 88.06
276 372 56 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 88.23 87.89 86.94 87.42 88.72 86.46 88.56 89.87 88.56 88.43 87.94 88.67 88.31 90.26 88.30 88.98 89.66 87.54 88.76 89.51 87.33 89.50 88.77 88.34 89.07 88.23
277 372 56 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 88.79 89.29 91.62 88.10 90.55 88.84 89.48 89.58 91.54 89.97 88.32 89.84 90.20 89.86 90.54 89.83 91.50 91.23 89.41 89.02 87.62 87.54 88.64 87.19 87.17 86.33
278 372 56 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 88.47 89.66 90.98 85.88 87.50 88.31 89.68 88.43 88.57 88.98 89.29 90.25 91.08 89.32 89.31 88.44 88.57 87.96 89.52 89.78 87.68 90.22 90.08 88.02 87.99 88.87
279 372 56 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 89.71 89.49 89.43 90.58 89.19 87.13 89.99 89.49 90.86 89.44 90.24 90.46 91.68 89.38 86.83 91.60 89.48 88.62 91.49 89.08 89.96 87.87 89.37 86.10 87.36 87.19
308 372 56 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 86.67 87.54 86.87 84.30 85.57 86.30 88.23 88.39 87.38 87.09 89.15 85.86 88.01 87.41 83.88 84.91 85.27 86.19 86.63 86.36 87.36 86.00 86.47 85.93 87.37 83.37
309 372 56 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 87.10 87.88 88.96 86.52 89.22 87.61 86.36 88.09 89.28 88.29 85.51 90.02 88.76 87.68 88.12 91.01 90.72 89.08 90.06 91.12 88.92 85.64 86.52 85.49 86.94 87.47
310 372 56 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 89.78 87.58 86.90 88.22 88.73 88.42 88.14 87.54 86.08 88.45 89.92 87.09 90.01 90.18 87.68 88.49 87.44 88.24 89.53 86.57 88.84 89.56 88.35 88.19 87.31 88.08
311 372 56 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 88.31 89.92 89.23 86.97 89.12 87.83 85.01 88.23 89.11 88.91 90.10 85.43 89.53 87.87 88.05 90.57 86.65 88.14 90.66 90.42 85.51 87.73 88.55 86.87 87.26 85.46
340 372 56 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 88.69 87.99 87.53 87.57 87.54 87.94 86.83 88.75 89.26 89.45 88.34 88.14 89.81 89.01 87.10 88.64 88.01 89.06 89.94 87.42 86.65 88.82 87.83 87.23 88.69 87.93
341 372 56 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 84.05 88.36 89.25 87.54 88.37 87.70 90.32 89.31 89.07 87.00 89.16 89.52 90.93 88.60 87.60 89.97 87.00 87.60 89.46 87.31 83.88 86.21 87.57 88.63 87.93 86.11
342 372 56 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 90.74 88.18 86.44 88.61 89.69 87.34 87.96 89.31 89.36 86.51 89.36 88.85 90.77 88.15 88.71 89.26 89.78 85.41 90.27 90.53 87.59 87.59 89.04 89.21 86.78 86.76
343 372 56 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 88.71 88.91 89.83 89.00 86.12 88.45 87.75 88.85 90.44 87.04 88.50 89.85 87.35 90.20 87.71 88.75 87.60 91.81 89.53 88.64 89.67 87.12 88.74 87.07 87.50 88.30
372 372 56 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 89.79 89.17 86.22 85.47 89.26 87.19 86.56 87.77 88.42 87.01 85.09 85.74 87.27 86.82 87.50 88.64 89.20 87.71 88.29 87.87 86.34 81.31 88.59 86.91 86.48 85.37
373 372 56 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.32 89.09 84.25 88.36 87.39 87.46 86.76 87.86 89.09 89.38 90.06 87.37 88.92 88.34 86.71 90.20 88.81 90.87 89.63 88.28 88.72 87.47 86.80 89.00 87.54 87.23
374 372 56 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.25 87.43 88.39 88.99 89.37 88.89 86.21 87.71 87.96 90.09 89.36 87.87 88.17 90.69 87.87 90.33 91.29 88.24 88.80 88.16 91.02 87.41 87.43 88.70 88.66 88.81
375 372 56 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 89.37 86.38 89.20 87.38 86.95 87.34 88.85 88.34 88.32 87.16 89.26 88.47 89.88 90.32 88.89 90.22 90.47 89.91 89.40 88.69 88.67 88.71 90.08 88.25 88.57 86.38
404 372 56 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 88.31 87.61 87.42 86.25 89.11 87.89 88.90 87.63 87.77 89.24 88.19 85.13 88.64 88.24 85.47 88.36 89.24 87.71 89.01 87.63 87.48 85.08 88.43 86.40 84.80 86.09
405 372 56 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 89.01 89.04 88.68 89.06 88.16 89.66 88.69 87.04 87.73 88.95 89.10 88.50 86.13 89.30 88.74 90.26 87.16 89.13 89.12 87.19 87.37 87.08 88.46 88.15 86.59 85.18
406 372 56 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.02 87.65 90.25 86.74 89.61 87.89 90.79 89.25 88.40 85.86 89.40 87.82 90.19 91.18 87.57 91.13 89.29 90.63 90.63 89.58 88.70 89.26 90.16 87.35 87.61 88.53
407 372 56 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.72 88.66 89.74 88.88 89.68 88.29 88.54 88.35 89.96 90.28 86.52 87.23 88.68 88.69 87.69 89.66 88.47 91.70 89.73 88.78 88.50 85.10 89.12 88.54 88.43 87.67
436 372 56 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 89.57 86.02 88.27 90.87 86.49 87.48 89.13 85.59 89.93 87.05 89.67 89.74 87.86 86.88 88.46 88.55 87.42 88.68 88.64 88.01 87.87 87.62 87.92 87.72 89.22 86.73
437 372 56 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.98 85.90 89.20 87.59 88.68 88.33 89.12 88.33 89.09 89.36 89.89 89.21 91.65 89.55 88.00 90.24 88.57 87.51 90.10 90.73 86.75 86.92 86.88 87.51 86.49 87.26
438 372 56 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 86.29 88.47 89.41 88.31 88.83 87.62 87.11 89.92 90.25 89.29 90.00 89.93 89.24 89.33 87.72 88.84 92.52 90.73 90.78 88.14 88.09 89.00 89.42 86.66 88.34 89.44
439 372 56 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 91.15 90.12 88.27 85.38 89.47 88.36 89.79 91.62 91.88 87.28 90.93 90.00 89.64 90.23 86.31 88.76 89.24 88.25 89.20 89.56 87.08 89.64 90.21 88.03 88.72 88.59
468 372 56 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 88.76 88.54 88.88 84.74 86.75 89.04 88.69 89.93 88.26 90.49 88.39 87.72 90.20 87.41 86.76 85.96 86.48 88.25 88.80 87.58 86.16 87.85 89.66 87.69 85.61 88.41
469 372 56 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 88.73 87.67 90.71 87.75 91.51 86.75 88.69 88.72 90.27 89.05 88.43 88.61 89.11 91.30 88.92 88.04 89.60 91.76 88.98 88.28 89.38 88.75 90.69 86.77 85.41 86.87
470 372 56 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.62 89.16 89.16 87.58 88.91 89.14 87.61 87.70 90.24 88.90 88.01 88.32 89.85 90.21 88.93 89.69 88.74 89.95 89.48 89.32 88.51 87.07 90.14 88.22 88.29 88.06
471 372 56 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 90.48 91.22 90.74 90.27 88.99 86.74 92.39 87.76 89.14 89.66 87.88 88.51 89.89 87.69 89.62 89.71 90.27 90.24 89.63 89.68 88.62 88.33 90.36 89.71 86.61 87.69
500 372 56 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 87.43 88.09 89.86 87.11 86.08 87.50 87.93 90.20 89.27 87.93 88.04 87.73 91.03 89.10 87.52 90.06 88.67 85.67 88.64 87.93 88.27 87.33 88.18 88.05 88.83 87.14
501 372 56 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 91.19 87.71 88.53 89.25 87.38 87.05 87.46 88.22 87.77 89.00 87.91 88.17 89.06 87.57 87.86 89.51 88.30 88.40 89.24 88.29 92.02 87.51 88.86 90.58 88.06 85.75
502 372 56 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.75 88.61 88.62 87.36 88.91 87.83 88.69 88.44 86.79 88.71 89.62 85.54 87.30 85.38 87.30 86.31 89.67 89.52 90.22 87.38 87.36 85.47 90.51 88.33 88.14 87.06
503 372 56 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 88.88 87.22 91.22 85.18 88.20 88.37 89.72 89.39 89.98 88.55 87.33 90.30 87.87 90.42 89.10 91.57 87.31 89.55 89.38 88.93 88.78 88.75 90.68 87.79 88.68 87.30
532 372 56 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 83.92 86.85 89.16 89.18 90.05 87.93 88.92 89.15 88.66 87.25 86.84 88.29 90.82 88.00 86.43 87.29 88.29 87.21 88.51 89.12 86.36 87.88 87.52 87.69 88.22 86.34
533 372 56 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 90.47 88.53 90.88 89.09 89.65 88.67 89.38 89.78 90.31 89.16 89.73 89.49 88.71 87.82 88.79 89.33 89.97 90.36 90.55 88.83 87.61 88.76 88.00 88.08 88.38 89.77
534 372 56 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 89.44 89.08 91.78 88.76 91.31 88.95 89.84 89.88 89.10 89.83 89.32 90.54 90.20 88.16 90.44 91.42 88.79 90.54 89.00 90.03 88.99 90.06 90.72 89.05 87.10 87.45
535 372 56 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 87.01 90.63 90.55 90.85 89.60 87.63 88.80 90.49 90.21 88.30 88.08 88.07 88.96 88.80 89.71 90.28 88.00 89.45 88.57 89.74 87.35 88.26 88.82 86.90 88.33 90.35
564 372 56 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 86.83 86.29 89.60 86.69 88.52 87.99 85.50 89.15 89.08 90.92 89.56 88.23 89.29 87.42 89.43 89.08 89.45 89.63 90.44 88.30 88.02 87.82 87.47 86.06 88.09 87.63
565 372 56 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 89.44 88.12 88.57 86.54 89.97 88.98 89.26 89.11 90.10 88.92 89.69 87.55 92.49 87.79 88.33 87.86 88.19 90.79 90.66 88.54 88.11 90.81 90.63 87.93 88.86 89.23
566 372 56 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 86.75 90.23 90.03 88.22 87.26 87.57 92.10 90.81 88.53 89.60 88.14 88.92 90.59 90.73 88.55 90.47 88.47 88.16 91.11 88.92 89.94 88.30 88.45 87.38 87.51 90.98
567 372 56 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 89.06 86.14 89.43 87.92 90.82 88.66 89.90 89.00 90.86 90.20 88.21 90.62 91.01 89.93 88.57 92.39 89.47 89.90 89.99 90.21 90.07 88.59 91.18 85.85 87.11 87.50
596 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.94 86.81 89.42 87.07 88.63 87.82 89.37 88.89 87.93 88.36 90.22 86.22 88.29 88.19 88.25 89.36 89.83 90.37 89.94 88.71 88.89 88.14 90.35 87.90 89.62 86.12
597 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.27 86.78 87.31 86.92 88.54 83.78 88.88 88.74 89.21 90.13 89.85 89.32 88.99 88.83 88.32 88.44 88.46 88.07 89.27 88.92 89.35 87.80 90.28 88.40 90.88 88.36
598 372 56 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.70 87.21 86.47 86.58 87.74 87.26 91.11 89.36 87.85 89.76 89.17 86.43 89.42 88.16 88.39 89.58 89.61 90.32 88.07 87.30 86.02 87.54 90.60 85.72 89.60 86.83
599 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.10 88.33 88.75 89.44 90.05 88.00 89.27 89.51 89.45 90.72 89.57 86.26 88.83 88.06 87.43 88.86 89.77 90.16 89.77 89.94 87.99 86.00 89.64 87.51 87.11 88.67
628 372 56 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 86.71 88.50 87.06 88.25 89.42 86.47 88.27 87.87 89.37 89.87 90.75 88.98 88.21 87.91 87.07 89.75 90.37 87.95 89.91 89.60 89.23 85.27 90.68 85.03 88.50 87.41
629 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.74 88.96 88.88 90.15 88.43 89.64 89.22 90.28 89.17 88.78 86.90 89.12 89.52 88.45 87.71 88.07 90.53 90.09 88.83 89.05 88.84 91.91 89.72 88.84 87.47
630 372 56 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.74 90.26 88.88 89.58 88.00 87.58 88.94 87.94 88.29 87.81 89.25 87.72 88.81 89.23 87.16 89.76 88.50 88.78 88.48 89.15 89.78 87.83 91.43 89.20 89.82 89.07
631 372 56 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.28 87.66 90.87 88.86 88.54 90.57 89.32 88.51 87.81 89.01 88.25 87.46 89.10 89.29 88.21 88.27 88.73 91.11 90.36 89.39 89.07 87.62 89.29 89.13 88.92 88.39
660 372 56 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.91 90.22 90.13 89.05 89.75 88.42 89.72 89.91 91.32 91.07 91.02 89.37 90.53 89.46 88.17 90.57 89.25 88.93 88.94 89.49 89.44 87.65 89.12 88.62 89.52 88.36
661 372 56 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.66 88.25 91.57 87.23 88.31 89.65 87.71 89.03 90.17 90.40 85.27 87.92 88.98 88.83 88.20 89.18 89.00 88.31 88.97 88.30 89.53 88.30 91.25 88.94 90.28 87.45
662 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.99 90.11 90.20 88.94 90.43 90.14 89.11 89.08 89.07 89.44 89.92 88.46 89.92 91.17 88.76 89.35 88.61 90.76 88.99 88.84 91.51 88.51 90.76 89.92 89.91 89.33
663 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.97 88.29 91.18 90.27 90.50 89.65 91.17 89.15 90.47 88.24 89.39 89.24 90.76 91.05 86.09 90.21 89.24 88.85 90.96 88.16 88.22 88.08 89.98 89.61 90.05 87.58
692 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.31 87.33 89.61 88.44 89.28 86.83 85.93 89.24 88.60 88.76 86.61 89.55 88.43 88.76 89.15 89.42 89.63 89.91 88.54 87.34 86.69 86.87 89.30 89.37 88.01 87.73
693 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.44 88.14 90.70 88.49 89.67 88.61 88.51 86.36 87.73 89.99 89.52 89.68 89.62 89.54 88.53 88.51 87.81 90.00 91.34 87.36 87.27 86.88 91.74 87.96 89.29 88.10
694 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.07 87.19 87.29 85.85 88.57 85.56 86.40 88.84 87.47 88.24 87.95 87.83 87.17 87.59 88.47 89.36 89.55 90.02 89.03 88.93 91.17 85.87 89.45 87.00 86.22 87.96
695 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.70 84.82 87.66 87.22 89.20 85.54 89.32 85.58 90.80 88.37 86.36 88.86 89.53 88.91 88.89 89.83 90.06 89.92 89.97 88.44 88.43 87.06 89.66 88.01 87.55 85.26
724 372 56 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.17 88.29 90.67 88.64 87.93 87.23 88.67 87.60 89.83 88.00 89.87 88.77 90.82 90.37 86.39 91.12 90.44 90.32 90.84 89.20 87.63 88.09 88.85 88.06 87.46 88.52
725 372 56 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.64 90.26 88.49 88.00 88.69 87.35 88.74 89.11 88.64 89.43 87.00 86.95 87.81 88.15 87.85 89.21 89.15 87.96 89.16 88.74 89.44 88.51 89.61 88.81 86.70 87.87
726 372 56 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.73 88.61 89.50 88.45 90.00 88.88 90.23 89.56 87.64 88.29 90.31 88.03 91.12 91.41 88.92 86.90 88.05 89.44 87.93 87.07 88.10 88.80 89.38 89.33 89.35 87.12
727 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.19 89.00 88.70 88.24 90.90 88.25 89.90 88.01 89.69 89.98 88.62 88.88 88.07 88.58 87.91 89.49 86.09 90.17 90.70 88.94 89.26 87.02 90.56 88.01 88.65 87.69
756 372 56 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 90.85 89.22 90.82 89.36 87.73 89.60 89.50 89.18 89.44 90.28 89.12 89.16 89.69 89.75 86.39 90.23 89.35 91.04 90.29 90.06 88.13 87.97 90.31 89.58 87.26 88.45
757 372 56 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 90.69 87.64 89.03 87.97 88.54 86.98 89.52 89.23 90.28 87.78 89.69 88.49 89.00 89.28 87.92 88.51 90.98 90.77 88.86 91.03 87.15 88.09 90.71 90.49 88.51 88.48
758 372 56 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.48 88.51 89.18 89.64 89.65 90.69 88.68 89.88 89.38 89.63 89.46 88.94 90.27 88.54 88.01 89.20 90.28 88.21 90.92 89.24 87.93 86.75 90.61 87.46 89.49 89.66
759 372 56 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.87 89.12 89.90 88.28 86.29 88.45 89.26 90.59 89.41 88.91 88.54 89.25 90.10 90.41 88.75 88.90 89.31 89.88 90.19 90.24 88.98 86.57 91.02 88.20 88.31 88.54
788 372 56 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.22 88.73 88.36 86.80 89.56 87.91 88.95 88.78 88.64 88.97 89.42 87.37 88.70 90.12 87.55 89.04 88.18 88.38 89.93 87.08 89.43 88.09 89.87 87.29 88.31 86.72
789 372 56 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 87.00 88.93 87.14 87.74 87.91 87.70 88.97 87.39 87.58 88.50 87.82 87.02 90.26 87.98 87.35 87.97 89.20 89.26 88.90 87.22 90.32 85.91 89.79 88.20 87.41 87.23
790 372 56 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.39 87.95 88.83 88.03 87.83 87.80 88.27 87.59 89.32 88.78 88.42 87.95 87.29 89.23 86.91 89.35 89.84 87.96 88.50 86.47 87.16 87.77 88.11 89.78 86.01 87.54
791 372 56 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.71 88.37 88.96 88.59 88.13 86.41 88.96 87.18 88.71 89.01 88.27 85.02 88.34 89.33 87.14 90.39 88.20 88.78 90.49 88.63 88.19 86.58 89.60 87.34 86.21 86.41
820 372 56 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.08 88.93 89.53 86.97 89.88 88.63 88.57 87.84 89.45 89.18 88.13 87.51 88.41 89.04 87.45 88.27 89.17 88.77 89.39 90.04 88.74 88.24 90.43 89.75 87.95 88.38
821 372 56 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 87.67 89.80 89.78 87.36 89.20 88.05 90.62 89.38 86.84 88.18 88.64 88.39 88.06 88.71 89.06 88.32 89.09 87.92 87.98 89.96 88.49 87.72 90.04 88.99 89.74 87.53
822 372 56 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.63 89.70 88.91 86.48 88.92 89.43 88.51 89.33 88.37 90.00 89.31 87.81 87.62 89.63 88.76 89.74 89.77 88.18 88.48 89.67 89.49 86.29 89.13 89.87 85.82 87.04
823 372 56 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 88.03 88.63 89.55 90.02 88.77 87.41 87.87 89.36 87.76 88.78 88.39 86.56 89.70 87.39 87.02 90.67 89.72 89.51 90.70 89.75 89.32 86.38 89.26 88.45 85.14 88.39
852 372 56 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.85 88.41 89.68 88.60 87.90 87.51 89.24 87.71 90.66 88.42 89.07 90.35 89.20 89.88 88.38 89.76 89.67 88.44 89.96 89.52 89.50 87.75 90.90 90.80 88.20 86.92
853 372 56 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 86.53 88.41 88.92 89.20 90.55 89.39 90.86 89.21 89.54 88.58 90.43 87.54 89.59 89.14 89.13 88.07 89.79 87.23 91.02 89.15 88.61 87.62 89.67 87.79 88.15 87.25
854 372 56 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 89.41 87.62 88.77 88.44 88.47 88.54 88.00 90.21 89.06 89.71 89.33 91.42 89.77 89.99 87.72 88.44 90.33 89.58 89.59 87.92 89.00 89.27 90.95 88.11 89.01 89.85
855 372 56 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 89.56 90.10 90.95 88.85 88.68 90.40 91.27 88.22 88.01 87.96 90.25 87.52 89.30 86.74 87.67 90.43 88.43 89.91 91.19 88.96 90.76 88.95 89.27 88.47 89.51 89.65
884 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.10 89.03 87.17 88.49 88.16 86.80 87.98 88.73 91.17 88.29 91.12 86.30 87.82 88.46 88.87 90.23 89.76 91.01 88.28 87.42 89.62 87.29 89.69 88.83 88.89 88.46
885 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.35 87.34 89.80 88.31 91.05 87.94 89.47 88.92 87.71 89.76 88.59 88.04 86.10 89.05 87.59 89.47 91.48 88.76 89.08 90.12 88.89 88.57 90.77 88.59 88.19 87.28
886 372 56 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.99 87.23 88.98 89.23 89.05 86.79 89.58 88.13 90.33 87.76 88.84 88.48 91.29 89.37 86.48 87.21 87.47 91.48 87.68 85.32 91.03 87.66 88.81 89.02 88.38 86.94
887 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.26 89.98 90.42 88.08 89.98 89.13 90.75 88.74 88.99 88.77 89.62 89.30 90.67 88.40 88.28 88.70 87.25 89.15 89.28 87.97 90.45 88.03 90.67 88.68 88.30 86.32
916 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.70 91.34 89.73 88.50 89.69 88.00 90.48 90.27 89.68 89.38 89.93 85.89 88.17 90.23 89.30 90.66 89.61 89.20 89.48 88.28 88.73 86.60 90.19 89.60 85.67 86.20
917 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.94 89.95 89.45 89.15 88.77 89.77 89.78 90.57 89.56 88.95 88.04 88.37 88.69 91.27 88.10 90.61 89.86 90.22 91.29 88.52 89.79 88.00 91.16 88.40 88.72 89.20
918 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.71 89.44 87.52 88.70 88.21 87.79 90.01 89.33 89.34 89.22 89.60 89.70 88.46 90.48 87.75 90.20 89.74 88.72 89.69 88.89 91.18 86.89 90.64 89.98 89.24 87.55
919 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.06 88.99 89.22 87.50 89.13 87.56 89.35 89.51 90.28 90.92 91.15 89.19 89.62 89.67 88.03 88.91 90.28 89.94 89.45 89.83 89.04 88.51 90.14 86.88 89.89 88.38
948 372 56 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 88.74 88.58 90.14 88.82 88.77 88.46 90.48 87.75 89.51 89.54 88.63 88.77 87.13 90.58 88.54 88.11 91.21 89.58 90.36 89.03 88.43 87.98 91.57 88.81 90.52 89.32
949 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.67 88.75 88.99 89.69 89.70 89.35 88.83 88.71 89.35 89.56 88.95 88.81 89.44 90.39 88.04 89.85 88.19 90.01 89.70 89.13 88.73 86.66 91.17 88.15 88.97 87.61
950 372 56 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 89.39 88.90 88.38 88.04 90.12 85.40 90.76 88.19 89.98 88.42 91.04 87.34 87.31 90.31 88.93 91.26 89.25 89.34 89.78 87.79 89.38 86.68 89.57 87.19 88.48 89.19
951 372 56 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.35 88.24 90.40 90.17 87.79 87.63 89.12 89.70 89.02 92.37 89.59 89.43 89.27 88.70 88.74 90.90 90.19 89.60 91.66 89.68 88.75 89.74 91.19 88.13 89.39 88.27
980 372 56 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 88.67 88.14 88.40 90.05 87.91 87.82 87.31 88.37 89.08 87.16 87.48 86.74 87.80 88.24 86.82 89.06 88.46 87.21 88.50 90.57 86.43 84.97 89.12 86.78 88.27 84.79
981 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.25 87.16 88.06 87.36 87.13 88.70 90.16 87.71 89.01 88.50 88.85 89.61 85.83 88.66 86.90 87.90 87.16 88.61 89.16 87.80 87.75 87.67 88.12 88.91 90.58 87.11
982 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.28 87.49 88.19 87.87 87.83 88.82 87.30 88.07 87.58 89.55 88.23 88.66 89.58 88.57 87.97 89.77 90.06 89.37 89.22 87.60 89.74 86.76 88.51 88.26 88.64 87.92
983 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.22 89.22 87.69 86.74 87.47 85.46 87.62 88.20 89.05 89.11 89.16 87.16 88.29 88.91 87.56 87.16 89.87 89.13 86.74 88.51 87.39 88.53 90.04 88.56 87.57 88.64
1012 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.15 89.88 88.50 88.54 86.23 89.27 88.22 88.93 89.81 89.35 90.79 88.05 89.82 91.31 87.22 89.28 88.33 91.08 91.25 88.82 87.73 89.63 89.88 88.87 90.28 88.67
1013 372 56 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 88.74 87.30 90.72 88.19 86.98 87.11 87.62 87.40 87.90 89.84 87.97 88.12 87.17 89.53 89.69 89.85 87.94 90.40 90.80 89.65 91.11 86.61 90.30 87.34 88.00 86.48
1014 372 56 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 89.30 90.60 90.58 88.85 88.14 87.40 88.09 89.24 90.07 89.28 90.19 87.99 88.58 89.46 87.46 90.65 89.44 89.45 88.80 90.05 87.76 86.56 90.62 89.65 88.63 87.48
1015 372 56 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 89.58 88.81 87.90 87.22 89.44 88.32 87.78 87.94 90.77 89.71 89.29 87.13 90.82 89.99 88.02 89.39 89.06 90.36 89.76 89.56 88.74 88.36 90.72 88.63 89.98 87.55
1044 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.91 87.98 90.55 87.91 89.70 88.73 89.08 87.17 88.76 88.80 89.87 89.71 89.48 90.56 88.24 91.19 90.21 89.49 88.55 89.31 89.09 88.06 87.89 89.25 88.54 87.50
1045 372 56 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 89.82 88.90 90.20 88.31 89.07 88.65 89.83 89.45 90.93 89.61 88.42 87.69 89.90 90.61 88.01 88.73 90.11 89.97 89.93 89.99 88.67 88.33 90.62 88.40 89.71 88.16
1046 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.62 88.74 88.41 87.53 87.28 89.93 89.32 89.97 90.10 89.79 90.16 88.94 91.22 88.77 88.45 90.16 89.71 90.00 90.92 89.60 90.26 89.85 90.18 89.08 90.35 89.92
1047 372 56 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.30 88.69 90.12 88.85 88.61 89.23 88.87 87.70 89.75 90.07 89.04 88.49 89.48 91.39 89.51 90.10 88.40 90.62 89.57 87.59 90.02 86.08 90.57 89.45 87.91 87.93
1076 372 56 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.83 87.88 88.46 88.48 85.82 87.65 89.30 88.23 86.05 87.88 88.40 86.23 88.55 88.27 87.15 86.05 89.03 88.12 89.36 87.59 87.38 88.52 87.99 86.49 85.53 86.54
1077 372 56 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.76 87.17 87.09 86.41 88.63 85.40 86.06 87.94 87.66 86.84 86.28 86.07 83.55 90.42 88.44 85.21 87.93 87.84 88.59 87.29 85.68 86.08 88.52 87.42 85.53 86.68
1078 372 56 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 86.62 85.96 87.41 87.56 89.02 89.26 88.12 86.59 87.33 88.45 87.56 87.25 87.48 87.98 87.00 89.71 90.00 89.62 87.97 87.96 86.99 86.47 88.52 87.42 86.87 84.22
1079 372 56 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.85 87.91 89.49 86.78 86.44 87.48 86.70 88.73 89.37 89.13 90.08 86.49 88.91 88.25 87.24 89.38 87.96 89.42 88.98 88.66 86.97 86.26 89.54 87.29 88.99 87.16
1108 372 56 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 90.56 86.45 89.82 88.46 90.14 87.56 88.87 88.58 89.37 88.66 90.35 85.57 89.49 88.23 86.60 90.26 88.22 90.14 88.01 87.48 87.13 86.74 90.91 88.42 89.63 86.29
1109 372 56 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 87.45 85.26 88.71 88.37 90.00 84.69 88.60 87.56 89.18 88.17 89.65 86.89 89.71 90.08 86.35 90.14 89.73 88.90 87.20 85.86 87.71 88.82 89.59 88.18 90.18 87.80
1110 372 56 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 86.99 89.08 87.24 87.94 87.99 85.43 89.43 88.43 88.90 89.34 88.28 86.70 87.85 89.15 87.10 90.03 89.55 89.30 90.00 88.50 85.80 86.92 90.33 88.17 87.93 85.12
1111 372 56 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 84.60 88.61 87.83 88.70 88.88 89.47 88.77 89.06 88.02 88.99 90.71 89.30 88.85 87.05 88.52 87.96 89.28 89.23 90.54 88.03 85.87 88.90 91.23 89.01 87.60 88.39
1140 372 56 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 89.50 90.06 89.39 88.55 88.53 88.69 89.25 89.44 90.23 88.82 88.89 87.06 89.09 91.29 88.54 90.33 90.26 89.02 89.04 88.76 88.69 89.63 90.93 90.89 87.71 89.01
1141 372 56 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 87.16 88.10 89.13 86.93 87.97 90.72 90.39 87.77 90.08 89.05 89.63 88.66 88.78 88.08 87.77 90.33 90.24 89.78 88.71 88.42 88.51 87.50 91.26 88.79 89.43 89.61
1142 372 56 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 90.48 87.67 89.16 86.93 89.47 90.00 89.88 88.39 90.04 89.53 90.02 89.78 90.14 89.36 88.90 89.52 89.60 89.85 89.11 89.08 88.29 87.67 90.83 87.66 89.16 89.70
1143 372 56 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 85.86 88.84 90.29 88.20 88.63 86.50 89.05 89.32 89.47 89.87 88.00 87.23 87.66 88.17 89.36 90.80 88.77 89.72 90.88 90.69 88.78 87.53 90.93 88.42 89.40 88.99


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
887 86.42 88.22 86.13 88.14 86.85 87.43 88.49 86.62 86.46 86.75 88.90 88.20 89.71 87.37 86.62 88.65 88.60 88.37 88.93 88.23 87.89 85.34 88.91 85.03 88.20 86.53 87.576538
917 87.28 87.07 88.03 86.99 87.32 88.91 88.13 87.79 87.95 86.78 88.70 87.85 87.48 87.33 86.31 89.47 87.53 87.76 87.94 87.50 87.51 87.02 88.37 84.31 86.94 88.20 87.556538
693 87.63 86.68 87.48 87.35 88.15 88.53 87.99 87.37 87.42 87.10 88.67 88.32 89.25 87.13 88.05 86.38 85.73 87.93 88.17 88.15 84.98 86.51 87.57 86.55 88.57 86.91 87.483462
695 87.17 86.41 86.13 88.23 87.12 88.02 88.00 87.83 88.03 88.55 87.51 87.51 88.79 88.01 87.50 88.61 87.65 88.56 88.41 88.88 88.80 84.80 86.93 85.62 86.25 85.12 87.478462
919 89.06 87.25 86.99 85.92 88.28 87.25 86.39 87.33 87.77 86.95 88.40 87.99 87.78 87.16 86.67 86.50 88.21 90.49 88.49 88.46 86.82 86.28 87.99 83.75 87.43 86.17 87.376154
1012 87.59 87.85 87.14 87.07 86.41 88.05 87.25 87.21 87.34 86.29 87.38 87.75 88.66 89.01 85.84 89.22 87.40 87.53 87.96 87.28 86.13 87.42 87.01 85.14 87.87 87.58 87.360769
884 87.01 88.70 86.07 87.59 87.06 87.07 87.90 86.77 86.30 87.45 88.36 88.92 87.46 86.55 86.75 88.27 86.87 89.02 87.33 87.55 88.52 86.00 88.03 84.93 87.06 87.84 87.360769
596 86.51 85.98 85.99 87.17 85.92 87.95 88.14 87.12 87.19 87.11 86.95 87.56 88.65 87.99 88.39 87.94 88.48 88.08 88.59 87.09 88.52 87.05 88.08 86.27 86.86 85.45 87.347308
629 87.27 86.68 87.80 86.35 86.50 86.47 86.60 88.04 87.67 87.83 87.47 86.51 86.67 87.72 86.42 89.27 86.57 88.66 87.05 88.76 87.48 87.61 88.86 86.62 87.27 86.86 87.346538
885 87.61 84.55 87.45 87.34 88.32 87.48 87.97 87.06 87.08 87.13 87.48 87.02 87.48 88.99 87.43 87.52 88.71 86.82 87.63 87.95 87.30 86.88 87.75 85.38 87.07 86.70 87.311538

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
884 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.01 88.70 86.07 87.59 87.06 87.07 87.90 86.77 86.30 87.45 88.36 88.92 87.46 86.55 86.75 88.27 86.87 89.02 87.33 87.55 88.52 86.00 88.03 84.93 87.06 87.84
885 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 87.61 84.55 87.45 87.34 88.32 87.48 87.97 87.06 87.08 87.13 87.48 87.02 87.48 88.99 87.43 87.52 88.71 86.82 87.63 87.95 87.30 86.88 87.75 85.38 87.07 86.70
887 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.42 88.22 86.13 88.14 86.85 87.43 88.49 86.62 86.46 86.75 88.90 88.20 89.71 87.37 86.62 88.65 88.60 88.37 88.93 88.23 87.89 85.34 88.91 85.03 88.20 86.53
981 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 85.05 87.32 87.54 86.85 86.33 87.88 88.14 86.42 88.52 87.12 87.37 88.20 86.67 87.32 86.30 86.35 86.55 89.14 88.68 87.85 86.63 85.45 86.87 85.88 87.98 86.50
982 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 86.75 87.40 87.90 86.07 85.41 87.72 86.81 87.98 87.96 86.70 87.21 88.38 89.63 87.68 86.76 87.64 86.62 87.38 88.54 88.00 86.89 84.27 84.53 85.50 87.30 85.71
983 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.69 87.41 86.09 86.85 85.89 86.69 88.63 88.04 86.24 87.08 88.73 87.97 86.96 87.51 87.01 87.03 88.59 87.03 87.26 88.05 87.33 84.23 88.42 85.92 88.12 89.07
596 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.51 85.98 85.99 87.17 85.92 87.95 88.14 87.12 87.19 87.11 86.95 87.56 88.65 87.99 88.39 87.94 88.48 88.08 88.59 87.09 88.52 87.05 88.08 86.27 86.86 85.45
597 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 84.70 87.00 86.36 86.19 86.57 87.14 88.43 88.50 86.87 88.66 88.75 89.28 87.17 85.96 86.64 88.58 86.59 88.10 88.51 87.35 88.15 86.17 85.77 83.95 88.72 84.78
599 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.54 87.50 86.68 87.74 87.21 86.02 87.83 87.56 87.18 86.81 88.97 86.81 87.89 85.99 86.62 86.89 88.88 88.76 87.90 90.01 87.56 84.92 87.97 85.10 85.73 87.20
692 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.69 85.88 86.20 87.13 86.39 86.84 87.83 86.59 87.19 87.57 88.76 87.89 87.63 88.13 87.77 88.31 87.57 88.03 88.57 88.66 85.49 84.31 87.20 85.56 86.29 87.43
693 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.63 86.68 87.48 87.35 88.15 88.53 87.99 87.37 87.42 87.10 88.67 88.32 89.25 87.13 88.05 86.38 85.73 87.93 88.17 88.15 84.98 86.51 87.57 86.55 88.57 86.91
694 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.66 87.02 87.20 86.47 86.07 88.22 87.26 87.81 87.39 87.35 87.08 87.29 87.26 86.57 87.71 86.54 88.51 88.18 88.13 88.62 89.31 83.51 87.25 84.36 87.02 87.14
695 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 87.17 86.41 86.13 88.23 87.12 88.02 88.00 87.83 88.03 88.55 87.51 87.51 88.79 88.01 87.50 88.61 87.65 88.56 88.41 88.88 88.80 84.80 86.93 85.62 86.25 85.12
916 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.20 88.41 87.22 86.75 86.11 87.07 85.19 89.11 86.74 87.42 87.42 87.08 88.02 87.79 87.59 90.68 86.66 88.51 88.60 87.86 85.56 83.33 87.25 86.58 85.18 85.08
917 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 87.28 87.07 88.03 86.99 87.32 88.91 88.13 87.79 87.95 86.78 88.70 87.85 87.48 87.33 86.31 89.47 87.53 87.76 87.94 87.50 87.51 87.02 88.37 84.31 86.94 88.20
918 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.88 88.28 86.77 85.87 86.74 86.79 88.06 87.74 87.54 86.33 86.88 87.85 88.48 88.27 87.28 87.41 86.63 87.07 88.29 87.15 88.04 85.08 87.27 87.13 88.65 85.44
919 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 89.06 87.25 86.99 85.92 88.28 87.25 86.39 87.33 87.77 86.95 88.40 87.99 87.78 87.16 86.67 86.50 88.21 90.49 88.49 88.46 86.82 86.28 87.99 83.75 87.43 86.17
1012 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.59 87.85 87.14 87.07 86.41 88.05 87.25 87.21 87.34 86.29 87.38 87.75 88.66 89.01 85.84 89.22 87.40 87.53 87.96 87.28 86.13 87.42 87.01 85.14 87.87 87.58
629 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 87.27 86.68 87.80 86.35 86.50 86.47 86.60 88.04 87.67 87.83 87.47 86.51 86.67 87.72 86.42 89.27 86.57 88.66 87.05 88.76 87.48 87.61 88.86 86.62 87.27 86.86
727 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 85.07 87.58 86.94 86.32 87.22 87.38 87.03 87.01 88.71 87.74 87.04 88.15 88.05 85.64 87.94 88.58 87.32 88.73 88.49 87.06 86.15 84.33 87.45 84.61 85.49 86.88
949 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.19 85.91 85.79 86.85 87.19 87.71 86.85 86.52 88.03 87.53 86.44 87.20 88.48 86.30 86.61 87.56 86.73 88.27 88.71 88.88 85.68 85.82 89.47 86.36 86.82 86.87
1044 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.13 85.43 88.31 85.65 87.19 88.13 88.04 85.76 86.24 86.18 88.05 87.97 88.28 88.85 86.44 89.19 88.81 88.23 87.60 88.80 85.07 86.70 83.38 84.83 86.49 83.89
1046 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 86.02 87.29 85.40 87.54 85.16 86.94 87.53 87.29 87.33 87.30 87.36 88.69 88.28 87.68 87.76 87.93 87.46 87.85 88.73 87.89 88.32 86.69 86.20 85.36 86.88 87.00
662 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 86.69 87.24 87.23 87.75 86.01 87.56 86.61 87.38 87.15 86.11 87.34 86.51 88.27 88.69 87.49 87.65 86.54 87.46 87.56 88.68 89.09 85.83 88.46 87.08 85.03 86.19
663 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 86.00 86.78 87.37 86.29 86.92 87.59 86.81 87.71 88.07 88.05 87.62 88.93 88.39 87.79 85.75 87.96 87.67 87.12 88.12 86.72 85.00 87.06 87.55 86.60 87.44 84.11 
Size of the All data:  (144, 29)
Size of the Sig data:  (25, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
6 372 56 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.10 89.03 87.17 88.49 88.16 86.80 87.98 88.73 91.17 88.29 91.12 86.30 87.82 88.46 88.87 90.23 89.76 91.01 88.28 87.42 89.62 87.29 89.69 88.83 88.89 88.46
9 372 56 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 88.35 87.34 89.80 88.31 91.05 87.94 89.47 88.92 87.71 89.76 88.59 88.04 86.10 89.05 87.59 89.47 91.48 88.76 89.08 90.12 88.89 88.57 90.77 88.59 88.19 87.28
0 372 56 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 89.26 89.98 90.42 88.08 89.98 89.13 90.75 88.74 88.99 88.77 89.62 89.30 90.67 88.40 88.28 88.70 87.25 89.15 89.28 87.97 90.45 88.03 90.67 88.68 88.30 86.32
19 372 56 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.25 87.16 88.06 87.36 87.13 88.70 90.16 87.71 89.01 88.50 88.85 89.61 85.83 88.66 86.90 87.90 87.16 88.61 89.16 87.80 87.75 87.67 88.12 88.91 90.58 87.11
23 372 56 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.28 87.49 88.19 87.87 87.83 88.82 87.30 88.07 87.58 89.55 88.23 88.66 89.58 88.57 87.97 89.77 90.06 89.37 89.22 87.60 89.74 86.76 88.51 88.26 88.64 87.92
10 372 56 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.22 89.22 87.69 86.74 87.47 85.46 87.62 88.20 89.05 89.11 89.16 87.16 88.29 88.91 87.56 87.16 89.87 89.13 86.74 88.51 87.39 88.53 90.04 88.56 87.57 88.64
7 372 56 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 87.94 86.81 89.42 87.07 88.63 87.82 89.37 88.89 87.93 88.36 90.22 86.22 88.29 88.19 88.25 89.36 89.83 90.37 89.94 88.71 88.89 88.14 90.35 87.90 89.62 86.12
20 372 56 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 88.27 86.78 87.31 86.92 88.54 83.78 88.88 88.74 89.21 90.13 89.85 89.32 88.99 88.83 88.32 88.44 88.46 88.07 89.27 88.92 89.35 87.80 90.28 88.40 90.88 88.36
12 372 56 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.10 88.33 88.75 89.44 90.05 88.00 89.27 89.51 89.45 90.72 89.57 86.26 88.83 88.06 87.43 88.86 89.77 90.16 89.77 89.94 87.99 86.00 89.64 87.51 87.11 88.67
16 372 56 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.31 87.33 89.61 88.44 89.28 86.83 85.93 89.24 88.60 88.76 86.61 89.55 88.43 88.76 89.15 89.42 89.63 89.91 88.54 87.34 86.69 86.87 89.30 89.37 88.01 87.73
2 372 56 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 89.44 88.14 90.70 88.49 89.67 88.61 88.51 86.36 87.73 89.99 89.52 89.68 89.62 89.54 88.53 88.51 87.81 90.00 91.34 87.36 87.27 86.88 91.74 87.96 89.29 88.10
15 372 56 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.07 87.19 87.29 85.85 88.57 85.56 86.40 88.84 87.47 88.24 87.95 87.83 87.17 87.59 88.47 89.36 89.55 90.02 89.03 88.93 91.17 85.87 89.45 87.00 86.22 87.96
3 372 56 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.70 84.82 87.66 87.22 89.20 85.54 89.32 85.58 90.80 88.37 86.36 88.86 89.53 88.91 88.89 89.83 90.06 89.92 89.97 88.44 88.43 87.06 89.66 88.01 87.55 85.26
21 372 56 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 88.70 91.34 89.73 88.50 89.69 88.00 90.48 90.27 89.68 89.38 89.93 85.89 88.17 90.23 89.30 90.66 89.61 89.20 89.48 88.28 88.73 86.60 90.19 89.60 85.67 86.20
1 372 56 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.94 89.95 89.45 89.15 88.77 89.77 89.78 90.57 89.56 88.95 88.04 88.37 88.69 91.27 88.10 90.61 89.86 90.22 91.29 88.52 89.79 88.00 91.16 88.40 88.72 89.20
11 372 56 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 90.71 89.44 87.52 88.70 88.21 87.79 90.01 89.33 89.34 89.22 89.60 89.70 88.46 90.48 87.75 90.20 89.74 88.72 89.69 88.89 91.18 86.89 90.64 89.98 89.24 87.55
4 372 56 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 88.06 88.99 89.22 87.50 89.13 87.56 89.35 89.51 90.28 90.92 91.15 89.19 89.62 89.67 88.03 88.91 90.28 89.94 89.45 89.83 89.04 88.51 90.14 86.88 89.89 88.38
5 372 56 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.15 89.88 88.50 88.54 86.23 89.27 88.22 88.93 89.81 89.35 90.79 88.05 89.82 91.31 87.22 89.28 88.33 91.08 91.25 88.82 87.73 89.63 89.88 88.87 90.28 88.67
8 372 56 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 90.32 89.74 88.96 88.88 90.15 88.43 89.64 89.22 90.28 89.17 88.78 86.90 89.12 89.52 88.45 87.71 88.07 90.53 90.09 88.83 89.05 88.84 91.91 89.72 88.84 87.47
22 372 56 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.19 89.00 88.70 88.24 90.90 88.25 89.90 88.01 89.69 89.98 88.62 88.88 88.07 88.58 87.91 89.49 86.09 90.17 90.70 88.94 89.26 87.02 90.56 88.01 88.65 87.69
17 372 56 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 90.67 88.75 88.99 89.69 89.70 89.35 88.83 88.71 89.35 89.56 88.95 88.81 89.44 90.39 88.04 89.85 88.19 90.01 89.70 89.13 88.73 86.66 91.17 88.15 88.97 87.61
24 372 56 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.91 87.98 90.55 87.91 89.70 88.73 89.08 87.17 88.76 88.80 89.87 89.71 89.48 90.56 88.24 91.19 90.21 89.49 88.55 89.31 89.09 88.06 87.89 89.25 88.54 87.50
13 372 56 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.62 88.74 88.41 87.53 87.28 89.93 89.32 89.97 90.10 89.79 90.16 88.94 91.22 88.77 88.45 90.16 89.71 90.00 90.92 89.60 90.26 89.85 90.18 89.08 90.35 89.92
14 372 56 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 89.99 90.11 90.20 88.94 90.43 90.14 89.11 89.08 89.07 89.44 89.92 88.46 89.92 91.17 88.76 89.35 88.61 90.76 88.99 88.84 91.51 88.51 90.76 89.92 89.91 89.33
18 372 56 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 88.97 88.29 91.18 90.27 90.50 89.65 91.17 89.15 90.47 88.24 89.39 89.24 90.76 91.05 86.09 90.21 89.24 88.85 90.96 88.16 88.22 88.08 89.98 89.61 90.05 87.58 
Size of the test data:  (25, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_19 88.1676 0.518172
mAP_valid_abs_values_18 88.1232 0.804864
mAP_valid_abs_values_20 88.0572 0.758818
mAP_valid_abs_values_13 88.0556 0.823600
mAP_valid_abs_values_16 88.0052 1.088428
mAP_valid_abs_values_12 87.8332 0.731492
mAP_valid_abs_values_11 87.7936 0.754740
mAP_valid_abs_values_7 87.5164 0.814253
mAP_valid_abs_values_14 87.4972 0.938960
mAP_valid_abs_values_17 87.4752 0.911268
mAP_valid_abs_values_6 87.4736 0.668119
mAP_valid_abs_values_8 87.3824 0.721995
mAP_valid_abs_values_23 87.3816 1.334662
mAP_valid_abs_values_9 87.3748 0.672515
mAP_valid_abs_values_10 87.1956 0.660007
mAP_valid_abs_values_21 87.1288 1.333136
mAP_valid_abs_values_25 87.0664 1.030384
mAP_valid_abs_values_2 87.0336 0.967755
mAP_valid_abs_values_15 87.0260 0.707142
mAP_valid_abs_values_4 86.8988 0.712445
mAP_valid_abs_values_3 86.8884 0.774530
mAP_valid_abs_values 86.7924 0.967885
mAP_valid_abs_values_5 86.7336 0.813018
mAP_valid_abs_values_26 86.4260 1.248549
mAP_valid_abs_values_22 85.7044 1.244160
mAP_valid_abs_values_24 85.5368 0.953396


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 90.107200 0.980886
mAP_test_abs_values_18 89.738000 0.777796
mAP_test_abs_values_19 89.627600 1.072972
mAP_test_abs_values_14 89.397200 1.105865
mAP_test_abs_values_16 89.385200 0.962415
mAP_test_abs_values_10 89.254000 0.749605
mAP_test_abs_values_9 89.243600 1.010577
mAP_test_abs_values_11 89.234000 1.193364
mAP_test_abs_values_17 89.145200 1.212017
mAP_test_abs_values_5 89.050000 1.245402
mAP_test_abs_values_21 89.048800 1.247836
mAP_test_abs_values_7 89.034000 1.255232
mAP_test_abs_values_3 88.939200 1.163765
mAP_test_abs_values_13 88.876800 1.295546
average_map 88.846246 0.475968
mAP_test_abs_values_25 88.798400 1.306524
mAP_test_abs_values_8 88.698000 1.118179
mAP_test_abs_values_20 88.648400 0.785757
mAP_test_abs_values_24 88.618000 0.843835
mAP_test_abs_values 88.580800 1.152750
mAP_test_abs_values_2 88.473200 1.410436
mAP_test_abs_values_12 88.357200 1.227326
mAP_test_abs_values_4 88.165200 1.000034
mAP_test_abs_values_15 88.102000 0.716583
mAP_test_abs_values_6 87.994400 1.588160
mAP_test_abs_values_26 87.801200 1.067787
mAP_test_abs_values_22 87.684800 1.031751
Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_56 =  res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]

res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]


result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')


result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]

html_table = result_merged_mwu_56.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 19 88.1676 89.6276
1 18 88.1232 89.7380
2 20 88.0572 88.6484
3 13 88.0556 88.8768
4 16 88.0052 89.3852
5 12 87.8332 88.3572
6 11 87.7936 89.2340
7 7 87.5164 89.0340
8 14 87.4972 89.3972
9 17 87.4752 89.1452
10 6 87.4736 87.9944
11 8 87.3824 88.6980
12 23 87.3816 90.1072
13 9 87.3748 89.2436
14 10 87.1956 89.2540
15 21 87.1288 89.0488
16 25 87.0664 88.7984
17 2 87.0336 88.4732
18 15 87.0260 88.1020
19 4 86.8988 88.1652
20 3 86.8884 88.9392
21 1 86.7924 88.5808
22 5 86.7336 89.0500
23 26 86.4260 87.8012
24 22 85.7044 87.6848
25 24 85.5368 88.6180
Code 
#%%


dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")


dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 64

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
24 372 64 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 82.49 83.89 72.24 81.59 82.43 82.51 83.34 85.13 83.22 83.80 86.06 85.93 82.15 84.68 83.11 77.43 84.27 84.89 82.16 82.28 80.52 79.57 80.16 82.03 81.52 78.98
25 372 64 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 83.30 84.85 83.87 85.30 84.00 84.98 85.36 84.12 83.26 83.20 84.33 84.33 85.61 85.95 84.25 84.83 84.02 86.59 85.86 85.23 82.30 82.30 82.60 82.53 82.91 81.85
26 372 64 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 84.84 83.11 83.69 83.96 84.23 85.02 83.84 84.70 85.30 83.81 85.73 84.11 86.66 82.71 86.31 87.15 84.70 83.41 85.00 84.37 81.03 83.00 82.25 81.71 84.00 83.28
27 372 64 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.66 85.40 83.42 84.99 85.28 84.55 84.03 85.48 84.65 85.95 85.99 84.25 85.35 86.72 82.02 85.07 84.81 86.63 83.13 85.65 81.01 80.84 83.34 83.18 82.08 81.93
56 372 64 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 81.80 82.71 80.38 82.53 83.10 86.25 84.02 81.67 82.56 85.49 84.99 83.71 86.35 83.36 83.09 84.64 81.22 84.44 82.68 81.65 80.83 80.92 81.95 80.89 82.25 79.12
57 372 64 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 83.22 84.43 83.58 83.20 84.60 86.55 84.02 85.91 84.40 83.96 85.73 85.54 84.30 85.34 84.84 87.53 85.23 87.55 86.93 84.13 82.12 83.93 83.13 84.01 81.70 82.93
58 372 64 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 84.97 86.16 82.42 85.24 82.69 85.70 84.00 85.76 85.66 83.94 83.88 87.62 84.84 82.31 86.20 86.44 83.78 87.17 85.57 87.84 82.58 81.35 83.13 83.81 83.48 81.31
59 372 64 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 82.21 84.84 84.86 82.79 85.40 86.14 85.15 83.66 86.50 85.27 86.56 86.50 84.80 84.99 84.40 86.66 85.21 84.13 87.66 84.72 82.67 80.83 81.76 83.23 85.30 82.62
88 372 64 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 84.01 83.56 80.77 83.57 80.89 85.00 83.81 81.82 83.34 84.46 86.03 83.66 85.29 84.86 83.40 83.97 85.51 85.65 86.69 84.30 81.28 81.02 81.91 83.96 83.95 81.88
89 372 64 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 83.39 84.02 84.32 83.75 86.14 86.68 86.81 84.80 87.86 84.88 83.47 84.23 85.14 84.00 83.42 85.39 84.92 84.45 86.06 84.03 83.83 84.04 83.38 82.00 81.41 86.09
90 372 64 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 82.96 83.65 84.17 84.47 84.19 84.32 82.63 83.88 87.03 84.19 85.11 84.88 85.74 87.19 84.58 85.90 84.72 84.85 84.27 82.91 81.52 83.64 82.48 83.27 85.54 84.92
91 372 64 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 84.59 87.23 84.09 83.83 82.08 85.84 83.23 83.69 87.20 84.12 86.25 86.36 87.02 85.82 86.60 86.33 85.93 85.28 84.71 86.18 81.89 85.33 83.72 81.49 84.07 84.75
120 372 64 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 82.39 85.07 82.49 83.44 82.40 83.08 84.29 82.70 84.71 84.40 85.41 84.16 82.28 83.15 82.39 84.10 87.15 86.85 85.28 85.35 82.40 83.30 83.01 81.93 82.58 81.94
121 372 64 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 83.94 82.78 85.53 85.21 84.42 86.03 85.34 87.20 85.61 84.37 85.00 86.50 86.21 83.89 85.12 86.29 85.80 86.08 85.95 89.09 83.34 83.36 83.63 83.41 84.49 85.57
122 372 64 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 83.79 85.37 82.74 83.83 83.57 85.01 84.53 86.55 85.68 86.01 87.89 86.33 85.09 85.94 85.54 89.40 85.22 86.37 87.69 87.40 83.99 83.66 84.21 83.69 80.88 83.67
123 372 64 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 86.17 84.42 83.70 84.34 85.66 85.42 86.14 86.75 85.56 86.04 84.11 87.15 85.07 85.84 86.60 86.28 84.98 84.93 85.99 85.08 84.56 82.75 84.82 83.33 83.45 82.87
152 372 64 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 83.18 84.15 82.74 82.56 83.09 84.78 87.07 84.57 85.22 85.95 84.46 85.02 85.40 86.81 84.49 83.90 85.26 86.05 84.15 85.50 81.91 82.08 80.95 81.97 83.06 84.48
153 372 64 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 84.99 84.79 84.36 85.38 83.43 86.52 85.98 84.31 86.30 85.68 85.11 86.62 86.16 86.13 85.66 86.65 86.11 86.11 87.90 87.01 81.97 84.69 86.52 81.85 83.02 84.67
154 372 64 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.90 86.37 85.97 86.05 84.04 86.22 86.34 86.39 86.07 87.46 86.56 85.93 86.35 86.74 85.29 87.13 83.79 84.74 85.42 87.62 82.30 84.83 86.58 84.38 82.46 83.73
155 372 64 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 84.02 85.33 84.21 84.69 84.54 85.19 84.80 86.73 86.40 85.34 84.78 84.80 84.11 84.70 85.34 86.23 86.53 85.94 85.42 86.78 84.24 84.23 84.81 84.16 81.69 83.88
184 372 64 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 83.78 85.74 85.61 84.77 82.56 84.25 83.17 84.26 85.44 88.15 84.73 84.87 86.91 85.66 85.07 85.51 87.90 83.36 85.46 85.25 83.32 84.18 83.19 83.61 81.19 81.56
185 372 64 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 84.16 86.78 84.90 84.48 83.27 85.43 85.52 83.44 87.45 88.04 86.17 85.65 85.50 85.44 85.93 86.13 86.36 85.47 85.56 86.40 82.39 84.55 83.87 84.66 82.64 82.09
186 372 64 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 84.55 84.83 84.38 82.87 84.21 85.81 88.57 84.51 87.79 85.40 85.82 84.67 87.63 86.95 84.79 86.14 85.22 87.38 87.27 85.99 81.91 82.01 83.24 86.02 83.62 82.50
187 372 64 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 84.69 85.41 85.84 85.97 84.10 84.68 85.49 85.14 86.25 86.08 85.96 86.23 85.96 86.29 85.57 86.69 84.83 86.57 85.34 86.19 83.56 82.36 82.97 85.13 84.97 84.30
216 372 64 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 84.81 84.59 85.11 82.88 82.36 83.98 85.59 86.07 86.87 85.44 84.66 84.72 84.98 83.71 85.40 86.04 85.63 84.19 86.28 85.26 83.54 83.31 86.39 85.33 83.28 83.00
217 372 64 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 85.60 84.92 82.64 85.18 82.54 86.66 85.65 85.57 86.32 85.83 86.29 87.06 84.82 85.31 85.62 85.92 85.71 85.44 87.91 86.31 84.09 85.13 84.45 84.52 85.96 83.60
218 372 64 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 85.84 85.68 83.79 84.55 84.08 86.97 86.05 86.37 86.89 84.94 85.76 85.54 86.47 85.27 84.39 85.02 85.63 86.72 84.42 85.20 81.97 83.15 84.81 83.88 86.54 84.67
219 372 64 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 83.97 86.17 84.51 87.31 86.68 85.66 86.01 86.19 87.11 86.52 87.06 87.80 86.61 87.40 87.03 86.00 87.94 87.17 87.92 87.21 84.82 83.43 84.36 84.22 85.38 83.18
248 372 64 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 82.91 84.12 84.18 84.40 85.30 86.06 85.36 85.85 86.58 86.01 86.76 85.82 83.98 85.39 85.91 86.73 86.39 85.28 85.34 86.89 81.53 83.39 81.09 84.07 80.55 82.77
249 372 64 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 87.44 85.36 86.02 86.17 84.02 85.59 84.11 88.56 86.06 85.39 86.44 86.06 86.28 87.37 84.45 88.21 85.64 86.20 86.01 87.25 82.80 82.69 84.78 84.01 84.47 83.91
250 372 64 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 85.67 83.64 83.85 84.67 84.58 85.93 87.24 84.62 86.93 87.91 85.74 86.99 86.40 88.30 86.91 86.11 86.23 87.31 85.63 85.87 84.54 83.93 83.62 84.58 83.82 83.90
251 372 64 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 86.67 85.77 83.88 84.52 86.03 85.13 84.54 86.21 87.13 83.91 84.51 85.74 86.75 83.78 87.33 86.16 85.70 86.50 85.22 86.32 85.09 83.83 85.27 82.25 82.56 84.96
280 372 64 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 85.26 85.46 82.11 82.43 85.82 86.50 85.40 85.91 87.45 86.38 86.84 86.11 86.07 86.12 84.19 85.71 84.39 87.35 86.42 86.25 83.95 81.75 85.41 83.72 83.26 83.47
281 372 64 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 86.09 84.93 84.69 84.00 83.63 84.45 84.76 85.12 85.86 85.86 87.21 85.52 85.44 85.83 85.14 85.52 84.35 86.88 87.32 85.78 86.19 82.84 84.11 83.88 84.87 82.76
282 372 64 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 84.96 86.99 85.23 85.49 84.04 86.43 86.37 85.61 85.69 85.61 86.60 85.07 85.07 85.66 86.28 86.24 86.22 87.15 86.16 84.57 85.01 83.41 85.60 83.00 83.52 82.98
283 372 64 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 85.79 85.74 84.72 83.82 84.94 86.26 85.06 85.57 87.29 85.88 85.56 85.74 85.75 82.64 85.72 85.54 86.27 86.05 86.23 87.06 83.73 83.47 85.64 82.64 83.53 85.20
312 372 64 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 82.62 82.11 84.47 82.47 83.08 81.86 82.54 80.55 83.43 81.70 85.48 83.69 81.77 83.06 83.84 84.12 85.10 84.62 84.95 86.27 80.83 81.45 82.95 81.14 83.11 82.49
313 372 64 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 82.07 84.26 82.59 84.44 83.97 84.86 85.00 86.80 85.02 84.38 84.86 87.26 85.14 86.96 83.11 85.20 85.53 86.59 87.36 87.45 81.48 84.29 82.06 82.10 83.85 83.57
314 372 64 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 82.67 85.79 83.55 83.76 81.13 83.25 84.30 85.28 85.57 86.09 86.47 87.74 86.33 85.81 83.14 85.07 85.20 85.82 87.23 87.39 83.86 83.69 83.50 85.44 84.24 82.40
315 372 64 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 86.54 85.31 86.87 84.96 84.08 84.03 85.34 85.40 86.43 84.41 85.35 87.36 85.17 84.78 87.00 86.70 86.17 88.34 85.86 87.55 82.86 82.82 84.00 83.25 83.68 82.35
344 372 64 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 81.08 76.92 81.86 81.26 82.57 83.68 83.00 82.14 81.83 85.58 85.78 84.51 83.00 83.64 83.14 88.12 82.21 85.14 86.50 83.78 79.62 82.87 83.55 76.42 81.12 81.99
345 372 64 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 82.17 84.39 85.35 83.30 84.01 85.32 84.99 86.60 87.73 83.13 85.28 86.09 87.05 86.47 85.53 86.47 86.01 84.84 84.45 86.32 83.72 82.55 85.68 84.45 85.23 83.76
346 372 64 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 82.54 83.92 83.86 85.39 82.97 86.34 86.12 85.61 86.47 86.61 88.47 86.95 84.73 85.50 83.39 87.60 86.25 85.67 84.79 85.89 84.37 82.78 81.79 81.96 84.16 84.45
347 372 64 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 84.76 85.34 84.26 83.75 83.43 83.97 83.51 86.09 85.03 84.28 85.88 84.95 86.56 86.31 84.90 84.12 85.06 84.98 85.95 85.02 83.95 83.82 84.64 82.03 82.18 83.50
376 372 64 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 80.82 83.55 83.71 83.29 78.64 85.01 83.16 83.29 83.62 85.02 84.45 85.82 84.17 86.46 84.65 85.35 83.71 83.86 85.56 84.24 82.20 84.01 83.34 82.42 82.82 83.52
377 372 64 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 84.92 82.76 82.23 83.71 82.97 85.58 85.51 83.58 85.38 86.63 86.02 84.66 86.91 84.02 86.59 87.86 86.04 86.03 82.52 84.38 83.32 83.25 81.98 85.70 84.29 81.85
378 372 64 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 85.56 85.56 83.59 85.27 82.39 85.88 85.22 84.23 86.43 86.02 86.81 88.18 86.72 86.54 87.08 85.85 85.58 85.43 86.14 86.66 83.16 82.91 83.97 83.47 83.20 81.52
379 372 64 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 85.34 86.38 84.09 85.39 85.92 84.53 85.24 85.73 88.03 86.20 86.31 85.18 86.90 85.74 85.73 84.93 85.39 86.35 87.93 86.31 84.23 83.86 85.73 81.75 85.81 84.75
408 372 64 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 82.02 82.64 83.44 82.38 83.97 83.20 83.49 83.24 84.61 19.49 86.28 85.43 85.91 84.68 84.26 83.86 84.96 84.28 19.49 84.44 82.41 82.42 84.06 82.82 82.18 79.59
409 372 64 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 84.78 84.99 85.61 85.42 84.50 86.16 85.24 86.48 84.99 86.34 86.34 86.84 87.20 85.56 85.54 85.74 85.23 87.91 86.51 85.05 83.16 83.29 84.06 82.18 86.96 85.20
410 372 64 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 85.44 85.04 82.98 83.46 83.24 87.51 83.59 85.63 85.59 85.68 85.23 85.64 83.22 84.19 83.52 87.25 86.66 83.02 86.49 86.68 83.58 82.18 84.67 81.98 83.21 82.78
411 372 64 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 82.69 84.76 83.88 85.52 83.51 85.36 87.25 86.15 86.69 85.16 85.45 85.83 85.20 85.13 86.07 87.33 86.70 87.49 86.69 88.32 85.61 82.07 86.00 83.64 82.08 83.76
440 372 64 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 84.03 85.40 83.60 84.33 83.20 85.08 84.84 86.21 84.54 84.51 85.01 85.74 86.79 84.97 86.38 86.74 85.52 84.60 86.83 84.26 82.21 81.60 84.18 83.18 85.15 82.87
441 372 64 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 86.32 85.86 83.52 86.73 83.42 85.31 86.25 86.40 88.21 85.61 86.87 86.12 86.25 86.69 86.52 86.39 86.72 86.23 87.78 87.07 81.54 82.94 83.86 84.26 82.54 84.13
442 372 64 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 83.85 84.63 85.86 83.92 86.27 85.62 86.41 86.74 84.94 87.28 86.24 86.45 88.98 86.43 85.60 88.39 83.74 88.14 86.01 87.31 82.29 84.88 85.64 83.29 83.84 83.88
443 372 64 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 84.25 86.12 84.75 85.74 85.28 86.39 85.16 86.24 87.99 86.79 87.39 87.54 87.67 86.11 86.17 88.48 85.02 85.26 86.81 85.35 83.93 84.95 86.10 83.51 83.88 84.14
472 372 64 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 85.26 85.43 84.40 85.72 84.32 84.92 85.00 85.54 84.92 85.58 86.86 85.26 83.73 85.10 84.52 85.57 85.78 86.15 86.45 87.94 83.28 82.94 82.34 84.16 81.45 82.40
473 372 64 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 83.03 87.18 85.91 84.54 84.56 86.05 84.81 86.31 87.85 86.95 85.54 86.20 85.18 85.80 83.35 87.04 86.84 84.86 86.74 86.35 87.16 81.78 84.68 86.14 86.10 83.17
474 372 64 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 84.06 85.86 83.37 84.92 85.18 86.95 86.09 85.70 87.10 85.94 85.99 85.17 87.15 86.57 86.79 85.82 85.11 84.00 86.18 85.55 84.10 83.79 85.35 85.01 82.12 83.83
475 372 64 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 84.21 84.03 86.67 86.65 85.36 85.88 84.73 84.75 87.40 86.03 85.73 85.08 86.15 84.14 85.43 87.24 86.31 87.43 87.38 86.18 82.12 83.59 84.47 83.59 82.62 83.59
504 372 64 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 81.53 84.01 85.93 85.37 83.43 85.40 83.23 82.40 84.76 84.52 86.56 84.11 84.94 84.77 84.80 85.34 84.48 82.85 85.45 86.06 81.30 81.72 83.35 82.37 81.87 84.07
505 372 64 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 86.22 86.44 85.47 86.26 85.96 83.52 85.33 85.50 85.09 85.80 85.88 86.58 86.14 84.65 86.95 84.77 85.39 86.60 88.13 87.63 83.51 83.47 84.03 82.26 84.02 84.55
506 372 64 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 84.91 84.73 84.26 85.09 85.31 84.68 84.68 85.37 86.88 85.62 85.84 86.62 84.80 86.75 85.73 85.16 84.97 86.93 87.81 87.33 83.50 85.67 85.13 83.13 83.56 84.29
507 372 64 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 84.72 86.13 86.09 85.18 86.87 85.94 85.32 86.09 83.85 86.58 86.53 86.43 86.69 85.76 85.41 87.64 87.37 87.84 87.20 85.81 82.28 85.31 81.28 82.95 82.78 83.29
536 372 64 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 83.14 85.76 83.58 83.26 84.85 85.31 85.85 85.63 86.48 86.96 86.06 86.18 85.12 84.15 83.47 85.62 83.75 87.85 85.98 86.52 85.13 80.44 84.54 84.92 82.98 82.43
537 372 64 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 84.81 85.33 85.73 87.45 85.38 84.09 85.40 86.86 85.12 85.27 85.32 86.81 85.54 86.70 85.10 85.40 86.39 85.41 87.14 84.99 83.41 82.11 86.05 84.99 86.32 83.87
538 372 64 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 84.51 86.36 85.82 83.87 85.05 84.80 86.08 86.37 85.23 86.38 86.59 86.64 85.85 84.61 84.91 84.27 84.99 86.00 85.95 87.63 84.88 84.81 84.45 82.54 83.98 83.07
539 372 64 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 86.38 84.45 84.91 85.04 85.21 85.37 86.61 86.21 85.12 85.06 86.06 87.49 86.41 88.87 86.76 87.36 85.56 86.21 86.81 86.63 85.29 85.15 84.01 82.60 85.59 85.12
568 372 64 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 85.17 85.17 84.74 83.67 86.12 84.42 86.09 85.94 87.76 85.22 84.91 86.03 86.84 85.29 85.64 85.78 86.47 86.99 86.88 84.11 83.23 82.79 81.58 82.46 82.75 83.67
569 372 64 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 84.76 83.97 85.04 84.00 85.67 86.35 87.06 84.71 86.51 85.55 87.73 86.24 86.84 87.94 85.68 84.51 86.91 85.75 86.51 86.31 84.90 82.43 84.12 85.58 85.54 85.31
570 372 64 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 84.64 85.45 84.44 85.01 84.02 85.05 84.84 86.31 86.21 84.91 84.99 85.17 86.54 84.12 85.82 86.82 87.49 87.67 84.32 87.89 83.54 84.50 82.82 83.59 85.51 85.06
571 372 64 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 84.92 84.59 85.14 84.77 86.17 84.38 87.79 86.84 84.01 87.03 84.81 86.50 84.48 85.85 86.57 86.81 86.70 85.65 86.42 86.61 84.77 83.44 84.07 84.65 84.92 83.15
600 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.32 86.17 85.90 88.03 86.72 88.12 87.18 87.42 87.74 86.61 88.36 86.56 87.23 86.45 87.52 88.39 86.87 88.65 88.04 88.13 86.89 86.03 86.47 84.96 86.55 85.48
601 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.57 86.83 86.82 85.62 87.49 86.95 87.36 88.00 88.41 86.98 88.03 87.65 87.27 87.30 86.99 88.51 86.35 87.98 88.32 88.31 86.41 86.57 87.52 85.03 87.60 87.51
602 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.46 87.69 86.12 86.33 86.69 87.52 86.84 86.51 87.21 87.46 89.68 88.02 89.93 89.35 86.37 89.45 88.40 89.60 88.16 89.01 85.99 87.59 86.65 85.68 85.75 84.56
603 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.48 87.27 86.49 85.56 87.24 87.36 87.34 87.83 86.73 88.19 87.54 86.67 88.76 86.62 86.57 87.69 86.65 87.30 88.14 87.62 88.32 85.89 88.89 85.54 87.63 83.47
632 372 64 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 84.31 86.74 87.03 87.35 85.17 86.45 86.49 87.04 88.23 86.69 87.42 88.37 89.14 86.66 87.15 87.26 85.90 87.55 86.52 87.55 83.09 86.31 86.82 84.76 84.38 86.83
633 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.12 86.27 87.60 88.17 87.92 88.65 88.35 87.14 87.69 86.41 87.99 84.90 87.38 87.22 87.87 87.24 88.17 88.29 87.65 86.95 86.97 84.43 88.63 87.42 84.08 87.22
634 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 86.50 86.66 86.81 86.58 85.25 87.21 86.78 87.28 87.56 87.68 87.86 88.29 87.50 86.89 86.86 86.68 86.40 87.08 88.26 86.17 86.15 83.04 87.11 86.58 85.10 85.93
635 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.19 85.91 87.03 86.61 86.47 88.15 87.87 86.14 88.73 87.80 88.56 87.95 88.84 88.04 87.56 87.79 86.43 87.71 87.88 87.55 85.40 87.03 86.51 87.34 87.30 86.44
664 372 64 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 86.14 87.06 86.48 86.47 88.27 87.36 88.28 86.65 86.78 86.01 86.96 87.35 89.47 88.32 87.08 86.57 87.11 86.85 86.26 86.81 87.55 86.39 87.87 87.03 87.40 86.39
665 372 64 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 87.08 85.90 87.32 86.27 85.78 87.42 87.37 87.68 87.63 87.56 86.90 89.22 87.14 85.96 88.05 87.89 87.42 87.04 88.35 88.04 85.27 86.21 86.57 86.64 86.43 86.37
666 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 87.48 87.81 86.59 87.49 87.66 87.55 86.36 86.83 85.45 86.35 87.12 87.48 87.81 86.41 86.27 88.49 88.94 88.46 85.73 88.14 86.80 86.56 87.32 85.27 86.80 86.62
667 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 85.09 88.05 87.85 86.92 87.05 86.80 86.17 85.89 87.67 87.08 89.41 86.97 89.57 88.04 87.06 86.59 88.91 89.51 87.37 88.52 85.21 86.13 84.80 85.97 86.05 85.09
696 372 64 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 87.35 85.66 86.20 85.39 87.83 86.91 88.60 86.93 87.85 86.58 87.85 87.75 88.19 87.27 88.33 87.49 86.24 87.20 86.85 87.82 86.81 84.30 87.03 85.16 87.47 86.50
697 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.29 85.83 86.82 85.78 86.52 88.15 88.11 88.37 88.19 86.37 88.28 88.62 88.68 87.12 86.63 88.48 87.29 88.24 88.16 88.69 86.45 85.31 88.14 87.49 85.13 86.97
698 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.08 85.49 85.70 87.77 88.79 87.99 85.91 87.00 87.53 88.39 88.83 88.55 87.40 87.75 86.40 87.03 86.93 87.73 86.77 87.57 86.74 84.78 88.02 85.12 85.86 86.47
699 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 85.78 87.96 86.28 86.32 86.30 88.06 87.53 87.99 87.55 88.57 87.89 88.03 87.60 86.32 87.81 88.55 87.63 87.20 88.25 88.75 84.99 87.40 87.65 84.85 87.57 86.82
728 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.13 85.48 86.87 86.05 85.48 87.29 87.96 85.39 86.91 87.59 88.55 85.80 87.93 87.41 87.05 88.09 86.93 86.64 87.26 88.07 86.07 86.22 85.18 85.95 87.05 85.31
729 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.52 86.49 86.78 87.24 87.15 87.98 86.74 89.16 87.84 87.30 87.98 86.72 87.75 88.44 87.40 87.94 86.62 87.07 87.82 89.49 87.56 86.96 86.85 85.99 87.03 86.39
730 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.35 87.38 87.78 85.53 86.78 88.70 88.68 87.98 86.64 88.22 88.57 87.96 87.05 86.53 85.81 88.41 85.70 86.64 87.61 88.38 87.02 86.22 87.96 86.77 86.86 87.83
731 372 64 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 86.35 86.25 86.74 87.33 85.72 88.55 85.68 87.29 86.24 87.78 87.55 86.74 86.83 85.81 85.05 86.97 85.72 86.84 87.32 86.87 85.58 87.17 86.26 85.06 88.51 84.48
760 372 64 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 85.81 85.93 87.62 87.44 87.42 88.15 87.52 87.47 85.94 86.53 88.47 88.74 86.73 87.43 86.42 86.56 85.86 87.03 88.16 87.95 84.82 86.54 85.02 87.08 85.98 86.53
761 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 87.35 86.39 87.50 85.86 87.14 86.74 86.35 87.60 87.15 87.45 86.73 88.37 87.17 87.74 87.64 88.80 87.80 89.04 86.61 87.53 86.31 86.44 86.66 87.39 87.05 85.92
762 372 64 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 87.38 86.22 87.93 85.68 86.14 86.60 86.15 86.90 87.64 86.96 87.60 87.37 87.81 86.09 86.23 88.10 87.08 87.83 87.80 86.74 84.72 88.21 87.47 86.98 83.29 87.34
763 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 86.23 86.22 86.77 86.73 84.51 88.89 85.00 86.39 87.69 86.74 86.17 87.17 87.34 89.25 87.00 87.11 88.30 86.48 86.59 88.54 87.31 86.10 87.36 87.04 83.62 85.56
792 372 64 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.13 85.55 86.42 87.30 86.98 88.57 87.69 86.66 86.74 87.41 87.39 86.65 87.68 86.36 87.49 87.64 86.77 88.18 87.39 88.44 86.08 84.56 86.04 85.91 85.76 85.96
793 372 64 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 86.45 86.94 86.02 87.24 85.59 88.20 87.51 86.92 86.24 86.39 87.18 88.33 87.15 87.47 86.62 86.20 87.43 87.41 88.36 87.97 88.18 86.35 87.75 83.70 86.35 85.53
794 372 64 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 86.62 87.52 85.64 86.75 86.26 89.69 87.32 87.08 86.53 85.89 88.12 87.47 86.54 87.40 86.00 87.38 87.58 87.35 89.51 87.21 87.17 86.54 85.93 85.33 87.51 85.77
795 372 64 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 86.17 86.43 86.87 86.82 85.47 87.26 87.85 88.06 87.40 86.36 87.49 85.47 86.01 87.19 86.88 87.59 85.49 86.45 88.97 88.99 84.89 85.86 87.87 85.16 85.46 83.91
824 372 64 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 86.52 87.44 87.31 86.66 86.67 85.52 86.66 85.54 86.68 88.43 89.37 87.76 89.04 84.21 85.80 87.68 87.45 87.89 85.84 87.60 87.27 85.59 86.22 84.19 86.00 86.21
825 372 64 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 86.82 86.76 85.32 85.32 86.32 86.39 88.22 87.94 87.37 87.10 86.98 87.01 88.43 87.21 84.50 87.38 86.49 87.14 87.12 86.09 83.45 85.27 86.46 84.54 88.43 87.41
826 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 86.10 85.74 87.12 84.48 85.95 87.81 85.07 87.90 88.25 87.79 88.34 88.49 88.60 86.94 85.51 88.58 85.87 89.05 87.55 86.92 86.57 86.07 86.66 83.84 86.56 84.50
827 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 86.91 86.08 86.93 87.62 87.35 87.74 87.10 87.31 87.77 87.70 88.23 85.71 87.44 86.34 87.23 88.09 87.34 87.26 87.90 85.94 86.18 87.94 87.72 84.88 84.96 86.46
856 372 64 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 87.85 87.18 86.72 85.02 87.41 87.39 85.67 87.13 86.22 86.01 85.17 89.01 87.99 87.15 86.74 88.34 87.20 87.04 87.35 87.48 85.56 84.86 86.15 84.70 84.82 86.61
857 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 85.89 86.10 87.62 87.32 86.42 86.15 87.00 87.17 87.54 86.24 87.88 87.99 88.65 88.30 86.16 88.74 87.23 87.44 86.71 86.46 86.78 85.80 86.75 86.33 85.86 84.28
858 372 64 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 85.47 84.97 85.60 85.77 85.54 87.59 87.60 86.73 87.45 87.49 87.90 86.78 87.47 85.94 86.75 86.69 87.56 87.24 88.09 87.78 84.83 85.84 85.87 83.76 85.69 85.24
859 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 84.58 87.09 87.84 87.32 87.24 87.90 86.72 87.78 88.95 86.65 88.25 88.72 88.34 85.70 87.65 87.51 86.55 87.27 86.47 87.09 85.40 84.25 87.67 85.07 85.38 85.89
888 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.61 87.07 86.34 88.06 86.60 88.40 88.00 87.14 87.53 87.22 87.28 87.37 88.50 87.38 88.24 87.75 86.81 88.01 88.89 88.02 85.68 85.69 87.57 86.19 88.05 87.10
889 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.34 86.93 85.18 89.57 85.14 88.60 86.75 88.46 86.92 87.42 88.59 88.41 87.14 87.83 87.22 87.54 88.60 87.92 88.23 88.11 87.04 85.80 88.94 87.84 88.68 86.94
890 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.81 86.23 88.95 87.11 86.75 88.38 86.45 87.93 87.09 87.39 88.11 88.75 86.71 87.70 87.30 87.75 87.62 87.59 88.39 88.69 86.30 86.67 89.19 87.15 86.89 86.49
891 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.54 86.99 85.16 88.16 87.08 87.15 87.25 86.94 87.44 87.01 88.29 89.36 87.64 88.21 86.90 87.92 87.82 88.16 88.01 86.94 87.33 86.80 88.93 86.82 87.99 86.81
920 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.92 85.47 87.24 86.68 88.11 89.20 88.00 88.48 86.32 86.85 87.18 88.23 87.66 88.06 87.41 87.19 87.35 87.47 87.12 88.34 87.69 85.75 88.31 86.01 85.52 86.39
921 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 85.33 85.95 85.73 86.45 87.11 88.45 87.90 88.57 89.45 86.65 88.31 89.38 88.34 86.88 87.42 87.49 85.88 88.07 88.76 87.23 86.81 85.59 87.85 86.58 86.56 87.27
922 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.02 87.59 87.17 86.56 86.92 87.49 88.52 87.81 87.67 87.15 87.46 87.48 88.23 86.50 87.83 87.81 85.56 88.28 88.50 87.88 88.05 87.10 85.96 87.77 85.50 85.19
923 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.94 86.44 87.77 86.27 88.25 86.91 86.96 87.31 86.71 88.07 87.80 88.08 88.98 86.36 87.82 87.63 87.34 88.27 88.19 86.25 86.39 85.67 88.04 85.51 86.74 86.76
952 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 85.32 85.16 85.27 86.80 88.88 86.82 86.79 85.80 87.74 87.45 88.27 87.44 88.20 87.96 84.41 89.37 85.84 88.26 88.52 86.30 85.33 86.76 86.26 86.47 84.37 84.49
953 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.03 88.05 87.56 86.67 86.60 87.52 86.59 85.90 87.38 88.60 87.97 88.40 87.90 87.53 85.86 88.65 88.90 89.21 88.02 87.55 85.14 86.05 86.75 85.72 86.51 87.16
954 372 64 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 85.27 87.41 86.90 87.07 86.00 88.14 86.43 87.73 86.37 85.78 88.41 87.66 88.34 88.07 86.08 86.24 86.64 87.15 86.17 88.26 83.87 86.39 86.82 86.19 86.84 85.83
955 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 86.13 88.26 87.39 88.39 87.29 87.28 87.17 87.54 88.70 88.37 87.14 86.97 89.00 88.27 87.32 88.42 88.14 88.48 89.21 87.59 86.44 86.05 88.71 85.01 86.68 87.03
984 372 64 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 86.73 87.12 86.43 87.17 85.10 89.23 87.63 86.54 87.33 86.89 88.20 86.45 87.89 86.32 86.05 88.38 87.45 88.62 86.64 89.24 86.71 86.19 88.37 86.20 86.76 86.02
985 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 84.65 86.43 85.25 86.34 87.58 87.12 87.81 88.00 87.56 87.26 86.72 86.61 88.68 86.32 87.28 88.79 87.32 88.14 89.35 86.77 88.02 85.72 87.13 86.59 87.20 85.89
986 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 86.62 87.06 87.49 87.57 88.22 88.42 88.43 87.25 87.56 86.47 88.61 88.14 87.68 87.02 87.09 87.61 86.95 87.40 88.06 88.33 87.80 86.07 87.31 87.72 86.79 86.46
987 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.59 86.87 88.23 87.02 87.64 88.22 87.23 86.52 87.31 87.36 88.57 89.33 86.93 87.71 86.96 88.78 86.47 88.38 87.81 89.87 86.34 88.09 87.72 86.14 87.22 85.51
1016 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 86.05 87.07 86.67 87.32 86.79 87.60 86.71 88.87 88.32 86.64 88.11 87.65 87.09 87.96 87.87 88.55 86.44 87.55 87.30 86.99 88.50 86.30 87.19 84.85 88.06 87.75
1017 372 64 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 86.81 86.46 86.46 86.63 86.10 86.31 87.35 85.01 88.87 87.25 86.58 88.77 86.98 86.76 86.30 86.09 87.18 88.53 85.98 87.94 85.55 84.52 86.52 84.94 85.56 87.28
1018 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.71 87.59 86.85 87.52 88.11 87.74 87.97 86.35 86.43 86.91 87.42 89.11 87.97 86.83 87.18 88.08 86.63 88.22 87.66 88.77 85.13 86.28 85.03 85.22 88.35 86.90
1019 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 85.60 86.81 86.47 87.32 87.75 87.64 87.28 86.56 86.79 87.96 87.48 86.85 87.90 85.40 87.63 87.58 86.57 87.83 88.31 88.49 86.59 87.38 85.69 87.35 85.87 87.27
1048 372 64 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 86.86 86.19 86.87 86.80 85.22 86.60 87.80 87.55 87.54 88.20 88.04 87.86 86.86 88.80 85.83 87.51 86.30 86.46 86.97 87.57 86.20 87.14 86.39 85.64 84.71 86.89
1049 372 64 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 86.08 87.64 86.47 85.38 86.70 85.94 87.58 87.61 87.82 86.94 87.68 88.65 88.36 88.46 86.69 87.66 85.96 86.85 87.75 87.68 87.35 86.64 87.27 82.71 85.34 85.10
1050 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 85.72 86.46 86.53 84.60 84.27 88.14 86.92 87.07 87.97 87.16 87.66 88.05 86.28 86.90 87.09 87.64 87.98 87.39 87.54 86.95 85.46 84.12 86.64 84.33 88.07 85.34
1051 372 64 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 85.03 87.25 87.24 86.98 87.18 86.64 86.51 88.73 87.50 86.10 87.97 86.42 88.07 86.65 86.64 87.75 86.71 87.89 87.92 88.07 86.23 86.02 87.78 85.16 83.94 86.66
1080 372 64 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 86.47 86.33 86.64 84.97 85.89 87.37 86.57 88.09 86.42 87.24 88.92 87.55 86.44 88.35 86.49 87.20 87.40 85.84 87.18 88.46 85.57 85.12 85.98 85.49 85.94 86.45
1081 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.83 87.33 85.79 86.11 86.25 86.98 88.42 87.20 86.40 88.42 88.14 87.84 85.40 87.64 86.55 88.49 88.07 87.72 87.74 87.96 86.96 86.74 86.96 86.38 88.09 85.69
1082 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.41 87.36 86.19 87.23 86.17 86.79 87.53 86.86 88.60 88.22 87.40 87.86 88.23 86.58 85.62 88.23 87.61 87.61 87.51 87.64 84.77 86.47 87.90 83.20 87.58 86.03
1083 372 64 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 86.53 86.86 87.62 84.81 87.72 87.15 88.23 87.93 86.56 87.72 88.60 88.02 87.91 85.52 85.89 87.70 86.66 86.52 87.69 88.10 86.16 84.71 87.47 86.24 87.12 84.20
1112 372 64 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 85.95 87.70 87.33 86.51 85.83 87.61 86.04 86.61 86.85 88.18 87.66 88.03 86.74 85.94 86.84 86.40 86.53 87.26 88.36 87.62 85.13 86.32 86.83 85.70 85.21 86.30
1113 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 86.10 86.97 87.98 88.10 85.50 88.68 87.74 88.10 87.03 86.57 88.08 87.26 87.89 85.93 87.41 87.62 88.70 88.14 88.24 87.45 84.53 86.45 88.77 87.15 85.70 86.72
1114 372 64 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 84.50 85.83 86.19 86.92 87.65 87.47 87.07 87.39 87.12 87.00 87.99 86.85 87.91 88.84 85.97 86.97 87.34 87.52 89.24 87.93 86.40 86.95 86.55 85.16 85.67 87.60
1115 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 87.65 86.60 86.85 85.84 86.12 87.40 87.82 88.84 86.69 86.99 88.86 87.36 86.39 86.27 86.15 87.02 88.34 87.61 88.38 88.11 86.03 84.01 86.86 85.93 86.06 86.47
1144 372 64 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 86.59 88.02 84.84 85.56 85.97 86.30 86.78 86.22 88.74 86.09 87.22 87.25 87.24 86.20 85.18 88.19 86.69 88.14 87.86 87.30 83.81 85.42 83.36 86.07 85.94 87.45
1145 372 64 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 85.83 86.09 87.55 85.52 86.92 86.45 85.29 86.11 85.38 87.59 87.49 86.79 87.96 87.72 85.21 88.57 85.52 88.06 86.92 89.42 83.79 85.57 85.34 85.37 85.82 86.17
1146 372 64 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 85.42 86.95 86.35 84.72 85.73 87.29 87.38 87.18 86.70 85.83 86.90 86.43 86.51 87.15 87.08 87.03 86.67 87.85 86.90 87.87 86.64 85.32 86.61 84.46 86.05 85.44
1147 372 64 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 85.20 87.28 86.30 84.69 85.53 86.44 87.37 87.65 86.86 86.32 88.87 88.13 88.33 86.13 86.19 88.06 87.54 88.02 86.20 87.65 85.66 86.06 85.79 86.58 86.82 86.06


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
24 372 64 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 87.09 87.96 73.94 85.93 85.75 85.38 86.64 88.18 86.94 88.14 87.19 88.80 85.98 88.76 85.92 82.91 87.24 87.10 86.57 85.75 85.83 85.28 84.40 85.99 86.25 82.45
25 372 64 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 88.20 88.01 89.13 89.13 87.71 87.46 90.50 87.09 87.28 87.76 89.02 85.76 88.67 88.42 86.68 89.49 88.47 89.15 87.74 88.38 85.98 86.24 88.68 86.65 86.27 86.37
26 372 64 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 87.47 85.99 88.68 86.77 85.50 87.34 86.49 86.37 89.78 86.44 87.16 87.08 89.18 85.83 89.07 88.69 87.14 87.44 88.03 86.05 86.81 88.17 85.63 86.51 88.94 87.29
27 372 64 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 86.12 87.35 88.61 89.69 86.22 89.65 86.17 87.48 89.12 87.21 86.64 88.76 88.76 89.73 83.72 89.81 88.27 90.08 87.23 87.16 86.65 83.79 85.47 89.17 87.20 86.56
56 372 64 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 88.93 86.71 85.48 87.97 87.02 88.11 88.20 85.69 87.45 88.06 87.76 87.78 89.15 87.26 86.13 87.83 86.04 87.01 87.15 86.51 85.51 86.52 87.06 85.28 87.03 85.11
57 372 64 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 87.80 88.26 89.29 88.30 89.34 90.56 88.91 87.67 87.81 88.18 89.05 87.84 88.12 88.82 88.36 91.34 90.06 90.39 88.11 88.33 86.67 89.43 87.29 89.19 85.05 88.11
58 372 64 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 91.25 90.26 87.71 88.55 87.22 86.45 87.63 87.36 85.59 89.40 88.37 89.65 88.28 85.66 87.26 89.95 88.21 89.79 88.85 90.52 88.31 86.36 88.29 86.51 87.99 86.86
59 372 64 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.40 90.07 88.69 86.04 88.61 89.14 86.77 88.75 90.41 88.61 90.46 88.57 88.16 89.92 89.05 91.59 88.21 86.50 92.33 88.18 87.12 85.48 88.24 87.98 88.91 86.29
88 372 64 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 88.29 88.39 84.97 87.03 85.36 87.16 88.76 87.69 87.75 89.63 89.76 86.84 90.46 88.85 87.18 89.31 90.30 89.51 90.89 88.64 86.11 86.10 87.64 90.08 88.84 86.82
89 372 64 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 89.33 86.94 89.77 87.41 90.25 90.23 91.13 89.58 90.07 86.63 88.66 87.14 92.12 88.13 88.79 89.06 89.56 89.75 89.62 87.84 88.32 89.69 88.86 88.44 86.48 90.98
90 372 64 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 87.39 87.51 86.79 86.79 89.48 86.74 88.55 84.86 87.82 89.55 86.02 88.56 88.79 89.20 86.13 89.67 88.12 88.09 87.97 88.29 88.56 88.23 87.45 86.57 86.51 87.45
91 372 64 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 88.87 88.60 87.02 87.40 88.19 87.69 86.89 86.68 89.81 87.59 87.78 89.32 90.29 86.83 88.42 91.42 89.89 89.39 88.01 89.96 85.84 88.42 88.20 87.78 87.33 89.95
120 372 64 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 87.40 87.81 88.01 85.71 85.30 86.12 86.69 86.48 88.37 86.57 88.09 85.82 87.35 86.15 86.02 86.92 88.66 87.04 86.54 87.80 87.33 88.43 88.38 85.76 88.97 86.03
121 372 64 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 88.24 86.71 89.68 87.74 86.85 89.01 87.78 89.31 88.32 87.40 86.40 89.68 90.56 89.37 86.74 90.78 88.58 86.84 87.19 88.97 87.87 88.68 88.69 89.69 88.37 88.70
122 372 64 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 88.04 86.89 87.91 87.75 87.04 87.44 85.85 87.35 88.69 88.58 87.63 85.65 87.36 88.20 88.67 91.19 87.48 88.42 89.41 89.05 87.91 88.66 89.54 87.62 86.47 87.17
123 372 64 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 90.06 89.76 87.94 88.38 88.13 88.17 89.45 89.28 88.31 88.44 85.88 86.99 89.91 89.59 87.81 89.63 88.69 90.55 87.23 87.38 88.88 88.17 89.50 87.47 87.85 86.47
152 372 64 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 87.95 87.66 88.43 86.24 87.37 87.85 87.83 90.10 88.48 88.88 87.54 88.93 88.79 87.87 87.78 89.46 90.02 90.43 88.16 88.57 86.38 87.88 86.04 85.97 89.33 89.35
153 372 64 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 89.72 89.28 88.42 88.25 88.62 87.70 88.29 88.39 92.45 89.58 88.57 89.48 90.95 88.97 87.86 88.71 89.44 88.66 91.06 90.39 88.24 89.42 89.99 87.54 86.27 88.00
154 372 64 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 88.09 89.81 90.56 88.56 89.09 86.43 90.85 89.29 89.28 89.79 90.25 88.22 90.36 89.12 88.65 90.11 89.23 87.90 90.60 90.14 90.14 90.23 90.95 89.02 88.84 88.11
155 372 64 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 86.47 89.15 88.93 87.74 87.38 87.25 87.29 88.35 88.62 88.04 86.67 86.84 87.56 90.51 88.35 88.25 88.47 88.25 85.11 87.16 88.98 85.93 87.56 87.76 86.18 86.84
184 372 64 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 87.57 89.41 89.71 87.90 85.03 86.70 88.87 87.13 88.90 88.73 90.09 88.35 91.50 88.39 86.99 90.24 89.59 86.69 89.29 87.06 87.78 89.35 89.36 88.79 87.94 87.61
185 372 64 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.24 90.06 91.87 87.92 88.92 89.32 90.96 87.02 87.32 89.42 87.70 88.99 90.10 89.26 90.12 90.90 90.42 89.61 88.10 89.97 88.55 87.66 90.16 87.40 87.75 85.97
186 372 64 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 89.44 86.38 90.25 87.18 87.46 87.66 90.68 88.83 89.74 89.68 89.84 87.40 90.59 91.05 88.94 89.92 89.69 91.40 88.07 89.38 87.92 88.27 89.29 89.10 87.91 86.44
187 372 64 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 89.64 88.52 89.69 89.62 88.39 88.46 89.71 89.05 88.61 88.46 89.42 89.54 90.13 88.74 88.44 89.15 88.22 88.51 88.71 88.74 89.12 87.75 89.04 87.65 87.94 88.86
216 372 64 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 86.73 87.27 88.70 85.94 86.07 85.86 87.39 87.71 88.22 89.05 88.35 87.50 88.31 88.22 88.02 88.62 88.57 86.28 87.59 88.38 88.23 87.87 91.34 87.91 87.81 86.50
217 372 64 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 89.55 87.46 88.58 88.10 87.61 88.46 88.07 91.24 89.51 89.50 89.73 89.30 88.91 90.53 88.37 89.67 87.42 88.91 89.98 89.06 88.54 89.17 90.67 88.69 89.11 88.60
218 372 64 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 89.31 88.35 87.71 86.46 90.27 87.01 90.37 87.39 91.18 87.94 88.49 87.02 90.30 89.08 87.71 86.85 89.51 89.01 88.83 88.39 87.79 87.78 89.33 86.60 89.71 89.37
219 372 64 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 87.95 89.55 87.00 87.53 90.29 87.93 88.84 88.39 90.00 90.01 86.45 89.07 90.46 89.06 89.33 88.59 87.66 88.53 91.07 90.42 89.90 89.49 89.49 88.38 88.35 89.30
248 372 64 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 86.80 88.40 89.31 87.24 90.16 89.04 87.54 88.88 89.43 89.95 86.99 87.19 88.52 88.03 88.44 90.08 88.77 90.06 89.68 89.97 87.64 87.61 88.67 87.65 86.46 88.32
249 372 64 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 90.11 89.99 90.64 88.13 89.53 87.18 89.91 90.84 90.41 87.78 89.16 87.62 91.31 89.94 88.43 89.28 91.10 91.19 92.14 88.90 88.32 89.82 89.81 89.01 89.86 89.01
250 372 64 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 88.92 88.96 89.07 88.46 88.71 86.63 87.85 88.84 91.03 89.72 90.06 88.15 89.71 91.07 89.64 89.99 89.96 89.75 88.70 87.90 90.69 88.94 90.24 88.03 88.82 87.62
251 372 64 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 89.28 88.72 89.01 86.26 89.07 88.71 87.70 89.52 90.35 87.89 88.17 88.61 89.28 87.83 89.71 89.49 89.13 90.15 89.36 88.89 89.63 89.11 89.25 86.88 86.35 87.98
280 372 64 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 87.05 89.31 89.34 87.93 89.06 88.81 90.47 89.13 90.03 89.83 89.75 90.57 89.71 88.33 87.60 89.27 87.88 90.22 89.53 89.19 88.24 86.20 89.43 86.98 88.54 87.37
281 372 64 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 88.67 89.25 89.36 88.50 89.33 87.43 85.89 89.00 89.28 89.76 88.45 87.34 88.46 89.65 88.64 89.63 89.11 91.38 90.84 90.30 88.75 86.63 91.11 86.98 88.47 87.69
282 372 64 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.65 89.82 89.89 89.55 88.78 88.72 89.35 89.27 89.26 87.68 90.52 87.51 90.56 88.74 89.44 89.78 89.11 91.14 90.37 87.45 90.06 87.34 88.11 86.71 88.28 86.28
283 372 64 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 89.36 89.63 89.13 88.81 88.87 88.83 89.01 90.00 91.20 89.66 89.86 88.88 89.08 87.25 87.64 90.77 91.69 91.14 89.21 91.09 87.53 87.21 89.91 88.08 87.17 89.97
312 372 64 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 87.74 86.33 88.82 87.90 87.40 84.32 85.64 85.94 85.77 86.14 88.58 87.58 87.39 87.46 86.68 89.23 89.02 87.38 89.88 89.27 87.45 85.83 88.45 85.87 88.72 86.19
313 372 64 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.45 87.11 88.40 87.18 88.36 86.70 87.40 88.78 85.76 87.92 87.09 88.02 88.86 87.23 87.04 89.98 90.45 86.95 89.73 88.34 87.39 89.60 86.77 86.45 87.47 86.95
314 372 64 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 87.57 87.19 87.97 85.98 83.79 87.37 86.09 86.85 89.09 88.79 87.40 88.40 90.50 88.58 85.59 88.53 87.14 87.12 88.40 87.81 87.38 88.30 88.52 87.76 87.11 86.78
315 372 64 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 90.16 89.44 88.87 88.29 88.30 87.79 89.16 90.27 90.11 89.44 87.99 88.79 89.07 88.88 89.41 89.32 89.04 88.96 90.06 88.47 87.45 88.53 88.57 88.37 86.91 87.38
344 372 64 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.51 81.55 87.64 84.38 87.15 85.83 87.57 85.81 87.81 90.04 88.78 87.67 88.03 87.33 85.49 89.50 88.36 88.87 90.84 89.13 86.91 86.45 88.67 82.18 86.73 84.52
345 372 64 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 86.89 87.91 89.50 90.15 87.06 89.15 89.50 88.00 89.39 86.36 88.55 89.09 90.52 88.35 89.50 88.75 89.74 87.92 88.75 89.39 88.41 86.92 89.02 88.61 89.61 87.92
346 372 64 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.64 89.11 86.73 89.94 88.47 89.10 89.01 88.51 88.86 90.40 89.23 88.60 90.46 88.81 87.36 88.55 88.45 89.53 88.26 87.56 88.04 86.91 87.42 88.66 88.70 88.15
347 372 64 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 89.13 88.14 87.03 85.44 88.22 85.25 86.30 88.63 87.90 87.34 88.66 87.44 88.98 89.21 88.96 89.88 88.53 89.61 87.78 87.31 87.75 87.25 90.22 86.01 84.87 86.24
376 372 64 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 86.99 87.04 88.94 86.80 84.36 88.12 85.24 88.83 89.88 89.71 87.42 88.61 86.51 88.24 88.29 87.68 86.43 88.17 89.96 86.80 87.53 86.33 87.67 86.37 88.31 89.06
377 372 64 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 88.86 87.93 87.82 85.50 88.36 87.80 88.51 86.19 89.63 89.46 90.67 88.08 91.29 88.70 88.19 91.20 89.48 90.27 87.88 88.53 88.55 88.83 87.78 88.66 88.48 86.96
378 372 64 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.38 88.18 90.56 88.11 87.18 87.61 87.82 88.30 91.25 89.90 89.39 89.31 90.03 89.06 90.26 88.65 87.87 91.31 89.39 90.85 87.40 87.24 89.49 87.52 87.71 86.94
379 372 64 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 90.11 89.38 88.44 88.75 89.40 88.29 87.90 89.09 90.38 87.68 86.44 88.90 89.99 89.91 88.60 88.73 89.62 88.23 90.95 90.48 88.69 88.06 89.80 86.53 90.02 89.51
408 372 64 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 88.15 86.91 87.12 85.21 88.31 84.93 87.39 85.68 88.75 19.58 87.89 86.46 86.07 88.72 87.30 86.95 87.97 88.23 19.58 85.99 86.56 86.72 88.61 88.36 85.30 84.86
409 372 64 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 89.91 88.13 88.43 87.88 88.49 87.57 88.75 87.45 87.26 86.81 87.19 87.16 89.06 89.50 87.47 89.61 88.82 88.70 87.94 89.88 87.28 88.27 88.95 86.66 90.05 88.53
410 372 64 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.85 86.55 87.34 86.58 84.96 87.12 84.69 88.34 87.68 85.84 85.76 87.46 85.81 85.43 84.85 87.76 90.25 82.83 87.12 87.84 88.50 87.43 88.77 84.40 86.00 83.38
411 372 64 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 87.00 87.20 89.22 89.41 87.15 88.65 89.60 89.23 88.54 87.52 88.07 88.24 88.14 89.97 88.67 89.22 91.44 87.11 88.64 90.35 90.51 86.47 90.07 89.56 86.40 88.92
440 372 64 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 89.47 89.58 89.31 87.22 87.10 86.96 87.87 88.98 87.51 88.67 86.92 87.90 90.24 89.34 87.55 89.75 88.77 85.61 89.88 88.61 87.03 87.01 89.88 87.89 88.78 88.26
441 372 64 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 92.00 87.99 86.16 90.01 86.43 88.41 89.77 88.54 87.60 87.59 90.93 88.02 87.56 88.83 90.18 89.06 88.36 89.29 91.15 91.56 87.08 87.30 87.50 89.04 86.63 88.37
442 372 64 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 88.23 88.11 89.99 87.18 90.30 86.74 88.40 89.41 89.53 90.11 89.14 87.20 91.93 90.10 88.56 91.24 88.14 88.96 89.53 88.40 87.59 88.91 88.09 88.07 89.82 88.36
443 372 64 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 89.07 88.33 90.26 89.53 89.24 88.70 89.15 87.82 89.78 89.41 90.20 89.41 89.68 91.24 87.91 90.38 87.95 87.60 90.73 89.50 88.76 88.38 90.19 88.54 88.63 87.80
472 372 64 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 87.75 89.47 89.41 88.85 86.57 86.66 89.91 89.03 87.88 88.06 90.06 89.28 87.10 90.32 86.76 90.46 90.76 90.33 90.64 90.20 87.34 88.07 88.57 86.98 86.58 86.77
473 372 64 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 88.38 91.12 90.64 88.18 88.23 89.56 89.92 90.05 91.89 89.89 88.23 88.85 88.61 89.08 88.45 90.30 90.40 89.08 90.05 88.39 90.45 87.17 89.34 89.35 88.44 86.36
474 372 64 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 90.00 88.84 89.60 89.76 89.52 89.77 88.67 88.05 89.03 89.35 88.13 88.91 90.70 88.88 88.96 90.56 90.06 89.04 89.64 88.44 88.03 88.19 88.94 86.84 86.80 87.57
475 372 64 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.12 86.98 90.15 88.30 89.23 89.30 87.75 86.38 88.25 88.56 88.88 87.16 90.31 87.05 86.72 87.80 89.37 89.45 89.97 89.75 87.64 89.16 87.46 88.07 87.08 88.93
504 372 64 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 83.53 86.82 88.35 88.13 86.76 86.40 86.00 85.54 85.48 85.94 89.84 85.43 88.03 87.17 84.90 88.86 88.10 83.57 88.99 86.85 86.99 87.04 89.09 86.74 86.69 85.73
505 372 64 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 90.14 88.03 89.04 89.69 88.48 85.57 89.43 88.54 90.08 90.18 90.53 85.74 89.12 87.10 87.85 89.77 88.90 91.16 90.97 89.14 90.32 87.22 90.58 87.68 90.65 89.47
506 372 64 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 88.66 88.15 86.77 87.39 87.07 87.74 84.42 84.85 87.53 88.15 88.56 87.69 86.96 88.95 88.37 85.75 87.83 88.03 89.75 89.83 87.73 86.01 90.36 88.23 87.22 87.44
507 372 64 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 87.13 87.90 88.39 86.18 88.52 86.65 84.57 87.81 88.83 86.69 88.75 86.16 89.74 87.68 87.08 89.47 87.25 88.30 90.67 88.95 87.66 90.32 84.86 86.89 85.17 86.40
536 372 64 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.77 88.84 89.52 88.02 90.45 88.09 90.85 88.35 89.62 89.66 90.09 88.48 88.69 88.98 84.77 89.29 87.47 89.16 89.97 89.46 90.52 84.29 88.84 89.20 86.97 87.00
537 372 64 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 89.02 87.85 88.64 89.66 87.80 86.86 83.49 90.47 89.95 88.88 90.62 89.20 90.88 90.66 89.47 88.64 90.78 91.05 90.29 89.99 90.16 87.59 90.41 88.10 90.31 86.17
538 372 64 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 90.26 91.09 88.86 86.28 87.20 86.74 89.89 88.24 87.84 89.75 88.37 86.76 88.40 87.26 87.65 88.33 87.69 90.09 89.38 89.59 89.48 89.21 87.46 87.64 88.59 88.03
539 372 64 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 92.36 88.31 89.98 87.39 87.82 88.99 89.29 88.41 88.39 89.54 90.75 89.59 89.78 90.67 88.38 90.79 91.90 89.65 90.64 90.39 91.47 89.55 89.77 87.98 89.35 88.46
568 372 64 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 90.66 89.82 89.67 88.58 90.95 87.29 90.47 88.74 89.65 89.98 87.12 88.55 90.47 90.41 87.73 91.25 90.87 89.68 89.40 89.27 89.29 87.74 88.37 86.71 87.19 88.51
569 372 64 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 90.02 88.34 88.96 85.81 89.99 88.84 90.24 88.83 88.36 90.70 88.30 89.02 87.26 89.25 87.71 88.00 90.69 90.83 89.02 89.56 88.31 88.32 89.75 88.03 88.32 87.07
570 372 64 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 89.31 90.38 90.24 87.31 88.62 86.21 89.59 90.00 89.35 87.54 88.95 88.90 89.95 89.01 89.56 90.29 89.84 90.69 87.62 90.21 90.50 88.99 90.78 87.73 87.87 88.74
571 372 64 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 90.90 88.03 92.35 89.02 89.08 87.93 90.71 89.40 88.90 87.93 89.54 89.57 89.17 88.09 90.79 90.86 89.81 89.66 88.78 88.83 89.98 87.74 89.18 89.33 89.19 86.49
600 372 64 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.06 88.95 84.23 87.30 88.58 88.64 88.16 90.29 88.37 88.47 89.50 86.58 87.55 91.08 88.12 90.58 86.90 88.91 90.52 89.13 88.74 88.72 88.85 86.03 89.05 86.99
601 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.71 90.58 87.46 86.90 88.52 88.86 89.31 89.57 89.31 86.87 89.73 87.70 89.36 89.32 88.71 88.53 87.75 87.36 90.35 88.84 87.64 88.39 88.70 86.92 89.37 86.82
602 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.98 88.46 86.14 86.31 86.82 87.28 88.09 86.20 89.69 88.97 89.36 88.74 88.30 90.23 86.98 88.66 88.74 88.27 89.36 86.66 86.17 87.32 88.41 88.11 86.52 85.20
603 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.63 88.56 90.43 86.99 87.42 88.80 87.42 87.42 88.87 88.26 88.17 84.93 89.53 88.88 88.17 88.83 88.61 88.39 90.17 87.69 89.86 87.78 89.82 88.12 88.90 85.43
632 372 64 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 88.36 88.44 90.04 88.41 87.77 86.62 89.16 87.42 91.20 89.35 90.04 89.09 89.65 88.88 88.19 89.84 88.14 89.47 89.12 89.28 85.88 88.14 88.93 87.29 85.55 88.25
633 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.61 87.83 91.14 89.43 91.90 89.96 89.57 88.59 89.20 89.47 88.76 87.50 89.33 88.76 87.98 89.91 89.73 89.66 89.69 88.66 89.57 87.79 90.45 88.73 88.02 89.10
634 372 64 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 89.67 89.71 90.18 88.34 87.20 83.03 89.20 88.61 87.51 87.98 90.03 87.15 87.35 90.48 86.62 89.70 89.25 88.60 91.96 89.34 90.08 85.89 90.31 88.82 89.00 88.45
635 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.17 87.43 91.19 89.13 87.33 91.04 88.84 89.16 90.12 89.32 91.48 89.77 88.18 90.41 87.71 89.69 90.35 89.25 91.99 88.66 88.68 88.69 90.74 88.70 89.80 88.15
664 372 64 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.27 88.83 89.00 87.13 89.94 89.74 90.13 90.72 88.28 90.41 91.10 88.49 90.93 89.15 89.39 91.41 90.02 88.18 89.47 88.50 89.35 88.71 90.67 87.73 89.13 89.04
665 372 64 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 89.19 88.70 89.65 88.48 89.42 88.05 89.24 88.84 90.30 88.56 88.82 88.69 89.42 88.53 88.59 88.44 89.55 90.12 90.69 89.95 89.91 88.80 89.65 89.42 88.51 88.59
666 372 64 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 90.57 90.21 90.46 89.17 88.79 89.97 90.11 88.25 88.79 89.14 89.47 87.27 89.77 88.50 89.96 90.37 90.52 88.42 88.58 89.02 89.96 88.83 90.03 89.26 88.69 89.24
667 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.33 88.88 89.40 89.58 88.89 88.15 89.33 89.17 90.02 88.33 90.77 88.62 91.13 89.08 87.75 88.00 90.14 90.94 88.83 89.42 87.91 87.84 89.30 88.61 88.13 90.20
696 372 64 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 88.11 86.92 89.14 86.54 88.33 86.64 89.58 88.23 90.13 88.06 88.98 88.88 89.55 90.45 88.70 89.09 89.39 88.50 89.66 90.01 90.10 88.43 88.68 86.82 90.37 88.21
697 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.87 85.31 88.33 87.72 88.88 88.48 88.31 88.19 88.53 87.70 88.78 87.22 89.47 90.16 87.87 89.51 88.27 90.19 91.63 86.97 90.54 87.06 91.26 89.53 87.40 88.22
698 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.19 89.82 88.47 87.54 88.08 89.10 88.26 88.78 88.45 88.72 90.12 87.76 89.56 90.34 88.19 90.27 90.44 89.35 87.58 89.77 89.18 87.66 89.84 88.42 86.36 87.33
699 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.52 88.65 87.87 87.25 88.82 87.44 88.23 89.24 89.76 88.39 90.79 90.24 88.22 88.82 86.89 90.03 88.67 87.13 90.61 88.11 87.88 88.18 90.13 87.46 87.98 88.21
728 372 64 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 86.99 88.61 89.56 87.70 88.99 88.10 88.37 88.07 88.23 90.19 89.35 89.60 89.49 90.65 88.29 88.59 89.32 88.82 89.68 89.14 88.08 88.77 89.12 88.03 90.78 89.53
729 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 87.64 88.99 89.46 88.46 89.74 89.61 89.99 90.03 89.69 87.53 90.06 88.88 90.75 90.51 87.77 90.64 90.51 90.56 90.07 90.27 90.10 89.22 90.98 88.67 89.02 86.77
730 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.32 88.68 91.01 88.50 89.29 89.02 90.45 89.79 90.81 88.86 90.67 91.04 88.56 90.26 88.94 90.22 89.28 87.07 89.46 88.19 91.21 87.92 90.20 88.72 88.56 85.24
731 372 64 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 88.58 88.97 90.72 89.81 88.52 87.98 90.44 87.57 88.54 89.87 88.74 87.62 86.95 88.16 87.66 88.76 88.25 90.55 89.76 88.75 88.96 89.12 90.16 88.33 90.09 86.77
760 372 64 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 88.62 89.16 89.10 89.91 90.67 88.59 90.82 90.58 90.22 91.15 90.00 89.25 90.13 90.72 87.49 88.83 88.97 88.87 90.41 90.06 89.20 88.31 90.74 89.80 89.62 90.35
761 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 87.93 88.33 89.42 89.26 90.11 88.67 91.11 88.89 90.18 89.45 91.96 87.48 89.83 89.99 89.93 90.34 89.72 88.37 90.03 89.38 89.96 89.19 90.98 90.58 89.94 86.94
762 372 64 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 89.00 89.24 90.18 88.67 89.98 89.10 89.47 89.09 90.10 88.71 90.71 90.52 88.27 89.21 88.81 90.23 89.14 89.29 89.67 89.54 88.66 89.11 90.51 90.76 87.59 89.06
763 372 64 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 89.38 88.19 89.48 89.26 86.73 89.89 88.07 89.45 89.91 90.30 88.93 87.22 89.08 90.64 88.32 91.11 90.26 89.60 90.38 89.48 89.31 89.73 89.94 89.20 88.71 88.38
792 372 64 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 87.81 86.34 88.75 85.95 87.03 86.59 87.86 89.87 86.67 88.36 87.28 85.24 87.36 87.88 86.70 89.17 89.34 87.70 87.50 87.90 87.90 87.41 88.71 88.29 88.62 87.48
793 372 64 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 87.35 87.36 90.28 88.53 87.57 86.82 87.73 87.76 88.02 88.45 89.31 88.60 88.16 86.63 86.49 86.05 88.32 88.08 89.40 87.34 88.34 87.83 90.35 84.62 86.12 84.31
794 372 64 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.77 88.51 89.14 86.92 88.00 87.96 87.42 86.94 87.81 86.85 89.86 85.79 88.38 87.97 87.00 89.00 88.57 89.66 88.30 87.19 88.53 87.34 88.80 85.99 87.36 85.61
795 372 64 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.78 85.62 88.37 85.66 85.04 86.45 88.62 89.30 87.99 88.08 90.31 86.30 87.77 87.03 86.47 88.75 87.82 88.36 89.58 88.56 87.20 86.12 88.70 87.12 86.85 86.83
824 372 64 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.75 87.76 88.85 86.90 87.75 86.58 88.92 87.89 88.75 89.74 88.01 87.10 89.79 89.80 86.63 88.05 90.69 91.77 89.57 87.25 90.52 86.00 91.23 87.37 88.95 87.40
825 372 64 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.27 88.52 88.04 87.00 88.27 88.37 89.46 90.16 89.44 90.28 87.68 87.56 89.74 89.94 88.35 89.36 88.90 89.92 91.27 86.60 88.31 88.11 90.66 86.84 89.45 89.25
826 372 64 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.82 89.38 89.83 86.42 90.01 89.67 89.84 87.76 90.09 88.33 90.74 87.03 88.45 89.15 87.21 90.71 90.45 91.42 89.28 88.94 88.47 88.08 91.46 87.32 90.61 87.22
827 372 64 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.06 88.50 89.54 89.64 89.16 87.59 89.82 88.87 90.20 89.03 89.97 87.03 89.25 90.33 88.21 90.33 88.07 90.30 90.08 89.35 89.52 88.74 91.23 88.40 88.95 88.38
856 372 64 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 90.00 88.60 88.97 88.28 90.04 88.11 88.60 87.73 88.76 88.09 88.42 88.92 89.23 90.46 88.64 90.01 87.71 89.43 87.77 89.54 89.13 88.62 91.31 89.03 88.78 87.71
857 372 64 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.13 88.80 89.96 89.14 90.24 87.05 88.00 88.89 89.58 84.51 89.55 89.53 88.48 90.79 87.91 90.06 89.71 90.57 89.24 88.70 87.73 86.81 89.83 89.16 90.29 89.93
858 372 64 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 90.53 87.49 89.33 88.10 89.30 88.47 89.96 88.65 89.75 87.84 88.07 89.36 88.78 89.87 87.89 88.99 89.10 89.52 89.74 89.97 89.39 88.51 88.73 89.13 89.24 87.98
859 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.60 90.01 89.88 89.78 90.94 90.18 90.53 89.43 88.90 92.15 89.68 89.72 89.11 89.42 88.10 89.23 90.10 88.69 89.56 86.24 88.39 87.44 90.40 88.10 88.82 89.20
888 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.38 88.52 88.31 87.77 88.04 87.18 88.42 87.06 87.19 87.38 88.76 87.08 90.11 89.16 88.25 89.36 89.16 89.92 91.08 87.24 88.17 86.51 89.33 88.21 89.47 87.20
889 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.18 86.82 88.54 89.34 86.90 88.84 87.25 89.33 88.18 90.35 89.39 88.00 88.53 89.52 87.84 88.75 90.57 87.07 88.93 88.40 88.89 86.08 89.30 87.68 89.56 86.94
890 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.45 89.31 89.78 88.82 88.46 87.35 87.60 87.11 86.64 89.86 89.33 87.05 85.31 89.37 87.65 90.50 87.60 90.47 87.87 89.27 89.90 86.77 90.95 86.34 88.44 86.90
891 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.53 87.75 86.52 88.45 88.75 85.54 88.28 88.69 87.74 88.10 88.22 86.81 86.48 88.74 86.87 89.39 90.36 90.18 89.92 87.65 88.57 87.47 89.25 88.24 88.49 86.31
920 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.11 88.01 87.42 87.11 90.00 89.25 87.96 89.12 90.30 89.84 90.20 87.97 88.60 90.60 88.93 89.80 90.52 90.63 90.03 89.94 90.27 87.32 91.75 87.38 88.80 88.24
921 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.68 88.66 89.73 88.76 90.00 90.13 89.42 90.41 88.63 90.55 90.69 89.20 89.19 89.20 88.96 90.59 88.72 88.94 89.04 88.77 89.30 88.19 92.52 89.17 87.33 86.81
922 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.90 86.75 90.20 88.84 88.92 89.50 89.71 86.38 88.90 90.06 89.98 87.54 90.30 89.22 86.99 87.69 87.32 89.41 91.09 89.99 89.36 88.34 88.66 90.97 88.10 86.71
923 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.96 87.32 90.60 89.08 90.17 88.72 89.50 86.96 88.37 89.56 89.33 88.75 90.11 88.55 88.75 89.15 88.41 88.55 89.39 88.12 87.74 88.31 91.08 88.48 88.78 89.51
952 372 64 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.72 89.18 88.86 89.19 90.28 87.72 88.44 89.21 89.10 89.86 91.13 89.51 89.45 91.11 88.34 90.83 89.20 90.17 90.18 88.66 89.26 89.48 91.20 88.64 88.41 87.63
953 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.43 90.27 89.01 88.98 89.57 89.92 89.58 88.04 89.75 91.22 88.93 87.84 88.29 88.25 87.54 89.32 91.10 90.34 88.91 90.37 89.08 88.01 90.93 88.17 90.37 90.04
954 372 64 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.45 90.47 91.56 89.76 89.31 88.64 88.62 89.38 90.61 89.16 90.25 88.87 90.25 90.83 87.78 89.71 89.15 88.59 89.50 88.37 88.64 89.54 89.73 88.79 88.81 88.88
955 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.45 89.99 90.76 89.09 89.87 88.54 88.72 89.20 88.78 89.36 87.74 88.82 89.91 88.63 89.39 88.40 89.61 89.14 90.75 89.18 88.62 88.72 90.69 89.10 89.47 88.31
984 372 64 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.14 88.79 87.54 89.59 87.97 91.14 88.56 87.21 89.89 89.07 90.46 87.32 88.03 88.27 87.38 90.28 89.23 89.59 89.95 88.55 87.41 87.12 90.12 89.29 87.01 86.35
985 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.14 88.27 89.62 88.31 88.95 87.34 89.13 89.28 88.90 88.72 89.59 86.92 89.12 90.45 86.99 89.07 89.73 90.01 87.88 87.28 90.96 86.96 89.42 88.64 89.97 88.82
986 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.94 88.30 90.41 90.50 89.15 88.44 88.26 88.22 90.61 88.79 89.11 88.66 89.68 89.19 88.26 88.41 89.40 89.05 89.77 87.88 89.28 89.52 90.92 89.91 90.05 88.85
987 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 86.91 88.34 87.68 87.76 88.12 88.38 85.22 88.99 88.73 89.07 88.31 85.88 88.58 87.70 88.67 88.41 89.61 89.97 87.47 88.17 88.08 89.08 88.38 87.95 87.24
1016 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.79 87.61 89.76 88.62 88.98 88.91 88.93 89.52 89.51 89.17 90.47 89.46 88.16 89.46 88.56 89.58 88.27 90.72 89.62 88.64 91.21 87.55 89.62 88.97 89.13 90.48
1017 372 64 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.98 87.80 88.76 87.85 87.77 88.59 89.15 88.78 89.60 89.73 88.43 88.61 89.96 89.68 87.96 88.43 89.17 88.43 86.73 84.84 88.07 88.21 89.45 86.72 88.32 89.38
1018 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.83 89.01 89.74 87.70 87.53 89.00 89.37 88.53 88.71 88.74 88.79 88.85 90.12 88.86 89.13 89.08 90.56 90.94 90.83 87.90 90.15 88.96 90.32 88.79 88.14 89.65
1019 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 87.14 88.52 89.42 87.93 88.46 86.32 88.30 88.63 89.68 90.80 88.03 89.39 89.40 86.77 89.69 89.62 88.99 89.63 89.55 89.66 89.53 88.90 89.87 89.43 89.86 88.93
1048 372 64 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.76 88.05 89.77 89.22 89.43 89.77 89.53 89.17 88.13 90.30 90.29 88.47 90.09 91.24 88.73 90.97 90.74 89.51 90.63 89.64 87.07 89.71 90.62 89.13 89.02 89.14
1049 372 64 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 90.62 89.39 89.01 87.25 89.06 87.13 88.82 88.16 88.18 87.87 88.70 89.62 89.14 90.47 88.34 89.85 88.56 88.56 90.77 89.71 89.92 87.94 89.91 86.80 90.02 88.74
1050 372 64 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 87.15 88.37 90.11 86.98 88.94 89.15 90.33 90.15 89.90 89.22 89.34 89.14 88.54 90.56 86.97 89.56 89.76 88.98 90.21 88.20 87.56 87.56 90.75 87.83 90.71 88.77
1051 372 64 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.74 88.80 90.95 89.12 88.66 90.37 89.22 89.25 88.46 90.25 89.37 86.17 89.50 90.28 89.28 90.00 90.19 88.42 90.87 89.17 90.33 88.32 90.80 88.95 89.00 88.99
1080 372 64 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 88.00 87.30 86.72 87.19 86.14 87.07 86.01 86.54 87.38 87.43 89.01 86.04 86.85 88.41 87.21 88.39 87.64 85.51 88.26 85.68 86.71 87.32 87.18 88.27 86.76 87.38
1081 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.06 88.62 88.58 88.09 90.17 85.27 89.49 87.48 88.52 88.92 87.86 85.93 87.52 89.43 86.65 88.99 89.39 89.34 90.10 89.60 86.97 87.79 90.57 87.34 88.76 86.56
1082 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.09 88.53 90.24 88.77 87.87 86.81 88.42 88.45 91.15 90.83 87.36 87.47 89.44 89.58 83.59 89.18 87.65 88.63 88.14 88.22 87.37 86.95 89.70 85.35 87.40 84.76
1083 372 64 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 88.04 87.50 87.58 86.88 89.42 88.63 89.53 89.22 89.95 88.48 88.58 87.28 89.71 88.21 86.69 89.34 89.45 88.83 88.50 87.55 88.97 87.87 90.55 89.72 89.66 86.22
1112 372 64 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 89.02 89.54 90.10 88.79 89.12 88.28 88.65 87.74 89.66 88.72 87.43 90.31 87.97 89.29 89.85 89.57 90.63 90.42 91.42 88.70 88.94 89.19 90.66 89.32 89.43 88.85
1113 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.57 89.36 91.19 89.97 89.48 89.32 89.26 89.23 89.70 88.41 87.79 86.99 90.60 90.07 88.77 91.32 91.43 90.26 89.44 88.96 87.40 89.22 89.92 89.40 89.04 88.75
1114 372 64 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.45 88.38 87.90 87.98 89.16 89.75 88.10 86.38 88.05 89.84 90.08 85.15 88.84 91.22 88.30 89.17 88.95 88.60 90.68 88.68 89.29 88.13 90.22 89.52 87.54 88.91
1115 372 64 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 91.50 88.32 90.77 87.11 88.62 87.99 88.39 89.13 88.62 90.46 89.82 88.78 89.15 89.32 85.97 88.02 90.58 89.43 89.29 88.55 89.12 86.04 90.19 88.89 89.47 89.53
1144 372 64 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 88.95 89.78 88.62 88.10 88.34 87.81 89.87 88.09 89.61 88.07 89.32 87.63 89.80 89.45 88.37 89.81 90.46 88.72 89.76 88.86 87.06 87.42 89.64 90.24 90.15 87.95
1145 372 64 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 89.47 88.58 91.59 89.33 88.44 90.01 87.76 88.59 85.01 90.03 90.14 88.28 90.64 89.39 85.25 91.32 89.30 89.59 88.46 89.69 89.17 87.81 89.44 88.84 90.39 87.52
1146 372 64 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 87.98 89.14 90.55 87.41 89.80 89.62 87.73 88.57 88.32 89.00 89.04 87.38 88.88 88.66 86.76 89.53 89.44 88.55 90.45 89.56 88.95 87.68 91.34 87.49 87.99 88.72
1147 372 64 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 90.52 90.15 87.55 88.56 89.97 88.07 89.17 89.63 89.46 88.77 91.77 88.53 88.89 88.96 87.29 89.85 90.95 89.62 89.02 89.88 88.52 89.35 90.08 90.61 89.68 87.52


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
987 89.59 86.87 88.23 87.02 87.64 88.22 87.23 86.52 87.31 87.36 88.57 89.33 86.93 87.71 86.96 88.78 86.47 88.38 87.81 89.87 86.34 88.09 87.72 86.14 87.22 85.51 87.608462
955 86.13 88.26 87.39 88.39 87.29 87.28 87.17 87.54 88.70 88.37 87.14 86.97 89.00 88.27 87.32 88.42 88.14 88.48 89.21 87.59 86.44 86.05 88.71 85.01 86.68 87.03 87.576154
889 86.34 86.93 85.18 89.57 85.14 88.60 86.75 88.46 86.92 87.42 88.59 88.41 87.14 87.83 87.22 87.54 88.60 87.92 88.23 88.11 87.04 85.80 88.94 87.84 88.68 86.94 87.543846
890 87.81 86.23 88.95 87.11 86.75 88.38 86.45 87.93 87.09 87.39 88.11 88.75 86.71 87.70 87.30 87.75 87.62 87.59 88.39 88.69 86.30 86.67 89.19 87.15 86.89 86.49 87.515000
891 87.54 86.99 85.16 88.16 87.08 87.15 87.25 86.94 87.44 87.01 88.29 89.36 87.64 88.21 86.90 87.92 87.82 88.16 88.01 86.94 87.33 86.80 88.93 86.82 87.99 86.81 87.486538
986 86.62 87.06 87.49 87.57 88.22 88.42 88.43 87.25 87.56 86.47 88.61 88.14 87.68 87.02 87.09 87.61 86.95 87.40 88.06 88.33 87.80 86.07 87.31 87.72 86.79 86.46 87.466538
602 86.46 87.69 86.12 86.33 86.69 87.52 86.84 86.51 87.21 87.46 89.68 88.02 89.93 89.35 86.37 89.45 88.40 89.60 88.16 89.01 85.99 87.59 86.65 85.68 85.75 84.56 87.423846
888 87.61 87.07 86.34 88.06 86.60 88.40 88.00 87.14 87.53 87.22 87.28 87.37 88.50 87.38 88.24 87.75 86.81 88.01 88.89 88.02 85.68 85.69 87.57 86.19 88.05 87.10 87.403846
729 86.52 86.49 86.78 87.24 87.15 87.98 86.74 89.16 87.84 87.30 87.98 86.72 87.75 88.44 87.40 87.94 86.62 87.07 87.82 89.49 87.56 86.96 86.85 85.99 87.03 86.39 87.354231
730 87.35 87.38 87.78 85.53 86.78 88.70 88.68 87.98 86.64 88.22 88.57 87.96 87.05 86.53 85.81 88.41 85.70 86.64 87.61 88.38 87.02 86.22 87.96 86.77 86.86 87.83 87.321538

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
888 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.61 87.07 86.34 88.06 86.60 88.40 88.00 87.14 87.53 87.22 87.28 87.37 88.50 87.38 88.24 87.75 86.81 88.01 88.89 88.02 85.68 85.69 87.57 86.19 88.05 87.10
889 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.34 86.93 85.18 89.57 85.14 88.60 86.75 88.46 86.92 87.42 88.59 88.41 87.14 87.83 87.22 87.54 88.60 87.92 88.23 88.11 87.04 85.80 88.94 87.84 88.68 86.94
890 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.81 86.23 88.95 87.11 86.75 88.38 86.45 87.93 87.09 87.39 88.11 88.75 86.71 87.70 87.30 87.75 87.62 87.59 88.39 88.69 86.30 86.67 89.19 87.15 86.89 86.49
891 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.54 86.99 85.16 88.16 87.08 87.15 87.25 86.94 87.44 87.01 88.29 89.36 87.64 88.21 86.90 87.92 87.82 88.16 88.01 86.94 87.33 86.80 88.93 86.82 87.99 86.81
985 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 84.65 86.43 85.25 86.34 87.58 87.12 87.81 88.00 87.56 87.26 86.72 86.61 88.68 86.32 87.28 88.79 87.32 88.14 89.35 86.77 88.02 85.72 87.13 86.59 87.20 85.89
986 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 86.62 87.06 87.49 87.57 88.22 88.42 88.43 87.25 87.56 86.47 88.61 88.14 87.68 87.02 87.09 87.61 86.95 87.40 88.06 88.33 87.80 86.07 87.31 87.72 86.79 86.46
987 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.59 86.87 88.23 87.02 87.64 88.22 87.23 86.52 87.31 87.36 88.57 89.33 86.93 87.71 86.96 88.78 86.47 88.38 87.81 89.87 86.34 88.09 87.72 86.14 87.22 85.51
1081 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.83 87.33 85.79 86.11 86.25 86.98 88.42 87.20 86.40 88.42 88.14 87.84 85.40 87.64 86.55 88.49 88.07 87.72 87.74 87.96 86.96 86.74 86.96 86.38 88.09 85.69
1082 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 85.41 87.36 86.19 87.23 86.17 86.79 87.53 86.86 88.60 88.22 87.40 87.86 88.23 86.58 85.62 88.23 87.61 87.61 87.51 87.64 84.77 86.47 87.90 83.20 87.58 86.03
601 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 86.57 86.83 86.82 85.62 87.49 86.95 87.36 88.00 88.41 86.98 88.03 87.65 87.27 87.30 86.99 88.51 86.35 87.98 88.32 88.31 86.41 86.57 87.52 85.03 87.60 87.51
602 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.46 87.69 86.12 86.33 86.69 87.52 86.84 86.51 87.21 87.46 89.68 88.02 89.93 89.35 86.37 89.45 88.40 89.60 88.16 89.01 85.99 87.59 86.65 85.68 85.75 84.56
603 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 86.48 87.27 86.49 85.56 87.24 87.36 87.34 87.83 86.73 88.19 87.54 86.67 88.76 86.62 86.57 87.69 86.65 87.30 88.14 87.62 88.32 85.89 88.89 85.54 87.63 83.47
697 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 86.29 85.83 86.82 85.78 86.52 88.15 88.11 88.37 88.19 86.37 88.28 88.62 88.68 87.12 86.63 88.48 87.29 88.24 88.16 88.69 86.45 85.31 88.14 87.49 85.13 86.97
698 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.08 85.49 85.70 87.77 88.79 87.99 85.91 87.00 87.53 88.39 88.83 88.55 87.40 87.75 86.40 87.03 86.93 87.73 86.77 87.57 86.74 84.78 88.02 85.12 85.86 86.47
699 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 85.78 87.96 86.28 86.32 86.30 88.06 87.53 87.99 87.55 88.57 87.89 88.03 87.60 86.32 87.81 88.55 87.63 87.20 88.25 88.75 84.99 87.40 87.65 84.85 87.57 86.82
920 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.92 85.47 87.24 86.68 88.11 89.20 88.00 88.48 86.32 86.85 87.18 88.23 87.66 88.06 87.41 87.19 87.35 87.47 87.12 88.34 87.69 85.75 88.31 86.01 85.52 86.39
921 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 85.33 85.95 85.73 86.45 87.11 88.45 87.90 88.57 89.45 86.65 88.31 89.38 88.34 86.88 87.42 87.49 85.88 88.07 88.76 87.23 86.81 85.59 87.85 86.58 86.56 87.27
922 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 88.02 87.59 87.17 86.56 86.92 87.49 88.52 87.81 87.67 87.15 87.46 87.48 88.23 86.50 87.83 87.81 85.56 88.28 88.50 87.88 88.05 87.10 85.96 87.77 85.50 85.19
923 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 86.94 86.44 87.77 86.27 88.25 86.91 86.96 87.31 86.71 88.07 87.80 88.08 88.98 86.36 87.82 87.63 87.34 88.27 88.19 86.25 86.39 85.67 88.04 85.51 86.74 86.76
1016 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 86.05 87.07 86.67 87.32 86.79 87.60 86.71 88.87 88.32 86.64 88.11 87.65 87.09 87.96 87.87 88.55 86.44 87.55 87.30 86.99 88.50 86.30 87.19 84.85 88.06 87.75
1018 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.71 87.59 86.85 87.52 88.11 87.74 87.97 86.35 86.43 86.91 87.42 89.11 87.97 86.83 87.18 88.08 86.63 88.22 87.66 88.77 85.13 86.28 85.03 85.22 88.35 86.90
1019 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 85.60 86.81 86.47 87.32 87.75 87.64 87.28 86.56 86.79 87.96 87.48 86.85 87.90 85.40 87.63 87.58 86.57 87.83 88.31 88.49 86.59 87.38 85.69 87.35 85.87 87.27
1113 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 86.10 86.97 87.98 88.10 85.50 88.68 87.74 88.10 87.03 86.57 88.08 87.26 87.89 85.93 87.41 87.62 88.70 88.14 88.24 87.45 84.53 86.45 88.77 87.15 85.70 86.72
633 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.12 86.27 87.60 88.17 87.92 88.65 88.35 87.14 87.69 86.41 87.99 84.90 87.38 87.22 87.87 87.24 88.17 88.29 87.65 86.95 86.97 84.43 88.63 87.42 84.08 87.22
635 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 87.19 85.91 87.03 86.61 86.47 88.15 87.87 86.14 88.73 87.80 88.56 87.95 88.84 88.04 87.56 87.79 86.43 87.71 87.88 87.55 85.40 87.03 86.51 87.34 87.30 86.44
729 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.52 86.49 86.78 87.24 87.15 87.98 86.74 89.16 87.84 87.30 87.98 86.72 87.75 88.44 87.40 87.94 86.62 87.07 87.82 89.49 87.56 86.96 86.85 85.99 87.03 86.39
730 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 87.35 87.38 87.78 85.53 86.78 88.70 88.68 87.98 86.64 88.22 88.57 87.96 87.05 86.53 85.81 88.41 85.70 86.64 87.61 88.38 87.02 86.22 87.96 86.77 86.86 87.83
953 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 87.03 88.05 87.56 86.67 86.60 87.52 86.59 85.90 87.38 88.60 87.97 88.40 87.90 87.53 85.86 88.65 88.90 89.21 88.02 87.55 85.14 86.05 86.75 85.72 86.51 87.16
955 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 86.13 88.26 87.39 88.39 87.29 87.28 87.17 87.54 88.70 88.37 87.14 86.97 89.00 88.27 87.32 88.42 88.14 88.48 89.21 87.59 86.44 86.05 88.71 85.01 86.68 87.03
667 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 85.09 88.05 87.85 86.92 87.05 86.80 86.17 85.89 87.67 87.08 89.41 86.97 89.57 88.04 87.06 86.59 88.91 89.51 87.37 88.52 85.21 86.13 84.80 85.97 86.05 85.09
761 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 87.35 86.39 87.50 85.86 87.14 86.74 86.35 87.60 87.15 87.45 86.73 88.37 87.17 87.74 87.64 88.80 87.80 89.04 86.61 87.53 86.31 86.44 86.66 87.39 87.05 85.92
859 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 84.58 87.09 87.84 87.32 87.24 87.90 86.72 87.78 88.95 86.65 88.25 88.72 88.34 85.70 87.65 87.51 86.55 87.27 86.47 87.09 85.40 84.25 87.67 85.07 85.38 85.89 
Size of the All data:  (144, 29)
Size of the Sig data:  (32, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
7 372 64 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 88.38 88.52 88.31 87.77 88.04 87.18 88.42 87.06 87.19 87.38 88.76 87.08 90.11 89.16 88.25 89.36 89.16 89.92 91.08 87.24 88.17 86.51 89.33 88.21 89.47 87.20
2 372 64 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 90.18 86.82 88.54 89.34 86.90 88.84 87.25 89.33 88.18 90.35 89.39 88.00 88.53 89.52 87.84 88.75 90.57 87.07 88.93 88.40 88.89 86.08 89.30 87.68 89.56 86.94
3 372 64 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 86.45 89.31 89.78 88.82 88.46 87.35 87.60 87.11 86.64 89.86 89.33 87.05 85.31 89.37 87.65 90.50 87.60 90.47 87.87 89.27 89.90 86.77 90.95 86.34 88.44 86.90
4 372 64 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 87.53 87.75 86.52 88.45 88.75 85.54 88.28 88.69 87.74 88.10 88.22 86.81 86.48 88.74 86.87 89.39 90.36 90.18 89.92 87.65 88.57 87.47 89.25 88.24 88.49 86.31
26 372 64 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.14 88.27 89.62 88.31 88.95 87.34 89.13 89.28 88.90 88.72 89.59 86.92 89.12 90.45 86.99 89.07 89.73 90.01 87.88 87.28 90.96 86.96 89.42 88.64 89.97 88.82
5 372 64 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 88.94 88.30 90.41 90.50 89.15 88.44 88.26 88.22 90.61 88.79 89.11 88.66 89.68 89.19 88.26 88.41 89.40 89.05 89.77 87.88 89.28 89.52 90.92 89.91 90.05 88.85
0 372 64 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 89.58 86.91 88.34 87.68 87.76 88.12 88.38 85.22 88.99 88.73 89.07 88.31 85.88 88.58 87.70 88.67 88.41 89.61 89.97 87.47 88.17 88.08 89.08 88.38 87.95 87.24
21 372 64 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 89.06 88.62 88.58 88.09 90.17 85.27 89.49 87.48 88.52 88.92 87.86 85.93 87.52 89.43 86.65 88.99 89.39 89.34 90.10 89.60 86.97 87.79 90.57 87.34 88.76 86.56
30 372 64 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.09 88.53 90.24 88.77 87.87 86.81 88.42 88.45 91.15 90.83 87.36 87.47 89.44 89.58 83.59 89.18 87.65 88.63 88.14 88.22 87.37 86.95 89.70 85.35 87.40 84.76
19 372 64 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 89.71 90.58 87.46 86.90 88.52 88.86 89.31 89.57 89.31 86.87 89.73 87.70 89.36 89.32 88.71 88.53 87.75 87.36 90.35 88.84 87.64 88.39 88.70 86.92 89.37 86.82
6 372 64 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 87.98 88.46 86.14 86.31 86.82 87.28 88.09 86.20 89.69 88.97 89.36 88.74 88.30 90.23 86.98 88.66 88.74 88.27 89.36 86.66 86.17 87.32 88.41 88.11 86.52 85.20
28 372 64 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 88.63 88.56 90.43 86.99 87.42 88.80 87.42 87.42 88.87 88.26 88.17 84.93 89.53 88.88 88.17 88.83 88.61 88.39 90.17 87.69 89.86 87.78 89.82 88.12 88.90 85.43
12 372 64 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 87.87 85.31 88.33 87.72 88.88 88.48 88.31 88.19 88.53 87.70 88.78 87.22 89.47 90.16 87.87 89.51 88.27 90.19 91.63 86.97 90.54 87.06 91.26 89.53 87.40 88.22
25 372 64 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 88.19 89.82 88.47 87.54 88.08 89.10 88.26 88.78 88.45 88.72 90.12 87.76 89.56 90.34 88.19 90.27 90.44 89.35 87.58 89.77 89.18 87.66 89.84 88.42 86.36 87.33
15 372 64 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.52 88.65 87.87 87.25 88.82 87.44 88.23 89.24 89.76 88.39 90.79 90.24 88.22 88.82 86.89 90.03 88.67 87.13 90.61 88.11 87.88 88.18 90.13 87.46 87.98 88.21
17 372 64 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 89.11 88.01 87.42 87.11 90.00 89.25 87.96 89.12 90.30 89.84 90.20 87.97 88.60 90.60 88.93 89.80 90.52 90.63 90.03 89.94 90.27 87.32 91.75 87.38 88.80 88.24
13 372 64 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 89.68 88.66 89.73 88.76 90.00 90.13 89.42 90.41 88.63 90.55 90.69 89.20 89.19 89.20 88.96 90.59 88.72 88.94 89.04 88.77 89.30 88.19 92.52 89.17 87.33 86.81
14 372 64 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.90 86.75 90.20 88.84 88.92 89.50 89.71 86.38 88.90 90.06 89.98 87.54 90.30 89.22 86.99 87.69 87.32 89.41 91.09 89.99 89.36 88.34 88.66 90.97 88.10 86.71
20 372 64 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.96 87.32 90.60 89.08 90.17 88.72 89.50 86.96 88.37 89.56 89.33 88.75 90.11 88.55 88.75 89.15 88.41 88.55 89.39 88.12 87.74 88.31 91.08 88.48 88.78 89.51
11 372 64 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 89.79 87.61 89.76 88.62 88.98 88.91 88.93 89.52 89.51 89.17 90.47 89.46 88.16 89.46 88.56 89.58 88.27 90.72 89.62 88.64 91.21 87.55 89.62 88.97 89.13 90.48
22 372 64 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.83 89.01 89.74 87.70 87.53 89.00 89.37 88.53 88.71 88.74 88.79 88.85 90.12 88.86 89.13 89.08 90.56 90.94 90.83 87.90 90.15 88.96 90.32 88.79 88.14 89.65
27 372 64 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 87.14 88.52 89.42 87.93 88.46 86.32 88.30 88.63 89.68 90.80 88.03 89.39 89.40 86.77 89.69 89.62 88.99 89.63 89.55 89.66 89.53 88.90 89.87 89.43 89.86 88.93
18 372 64 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.57 89.36 91.19 89.97 89.48 89.32 89.26 89.23 89.70 88.41 87.79 86.99 90.60 90.07 88.77 91.32 91.43 90.26 89.44 88.96 87.40 89.22 89.92 89.40 89.04 88.75
24 372 64 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.61 87.83 91.14 89.43 91.90 89.96 89.57 88.59 89.20 89.47 88.76 87.50 89.33 88.76 87.98 89.91 89.73 89.66 89.69 88.66 89.57 87.79 90.45 88.73 88.02 89.10
10 372 64 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 90.17 87.43 91.19 89.13 87.33 91.04 88.84 89.16 90.12 89.32 91.48 89.77 88.18 90.41 87.71 89.69 90.35 89.25 91.99 88.66 88.68 88.69 90.74 88.70 89.80 88.15
8 372 64 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 87.64 88.99 89.46 88.46 89.74 89.61 89.99 90.03 89.69 87.53 90.06 88.88 90.75 90.51 87.77 90.64 90.51 90.56 90.07 90.27 90.10 89.22 90.98 88.67 89.02 86.77
9 372 64 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 90.32 88.68 91.01 88.50 89.29 89.02 90.45 89.79 90.81 88.86 90.67 91.04 88.56 90.26 88.94 90.22 89.28 87.07 89.46 88.19 91.21 87.92 90.20 88.72 88.56 85.24
16 372 64 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.43 90.27 89.01 88.98 89.57 89.92 89.58 88.04 89.75 91.22 88.93 87.84 88.29 88.25 87.54 89.32 91.10 90.34 88.91 90.37 89.08 88.01 90.93 88.17 90.37 90.04
1 372 64 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 89.45 89.99 90.76 89.09 89.87 88.54 88.72 89.20 88.78 89.36 87.74 88.82 89.91 88.63 89.39 88.40 89.61 89.14 90.75 89.18 88.62 88.72 90.69 89.10 89.47 88.31
29 372 64 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 91.33 88.88 89.40 89.58 88.89 88.15 89.33 89.17 90.02 88.33 90.77 88.62 91.13 89.08 87.75 88.00 90.14 90.94 88.83 89.42 87.91 87.84 89.30 88.61 88.13 90.20
23 372 64 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 87.93 88.33 89.42 89.26 90.11 88.67 91.11 88.89 90.18 89.45 91.96 87.48 89.83 89.99 89.93 90.34 89.72 88.37 90.03 89.38 89.96 89.19 90.98 90.58 89.94 86.94
31 372 64 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 88.60 90.01 89.88 89.78 90.94 90.18 90.53 89.43 88.90 92.15 89.68 89.72 89.11 89.42 88.10 89.23 90.10 88.69 89.56 86.24 88.39 87.44 90.40 88.10 88.82 89.20 
Size of the test data:  (32, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_11 88.012500 0.678124
mAP_valid_abs_values_18 88.000937 0.671634
mAP_valid_abs_values_16 87.995937 0.620405
mAP_valid_abs_values_19 87.953438 0.664771
mAP_valid_abs_values_20 87.947812 0.814378
mAP_valid_abs_values_13 87.925313 0.904740
mAP_valid_abs_values_12 87.881563 0.959200
mAP_valid_abs_values_6 87.797500 0.671522
mAP_valid_abs_values_9 87.546875 0.790861
mAP_valid_abs_values_23 87.496875 1.114128
mAP_valid_abs_values_8 87.474375 0.857133
mAP_valid_abs_values_10 87.419062 0.696852
mAP_valid_abs_values_7 87.396250 0.741736
mAP_valid_abs_values_14 87.258750 0.881431
mAP_valid_abs_values_17 87.256563 0.923879
mAP_valid_abs_values_15 87.145938 0.644550
mAP_valid_abs_values_5 87.082500 0.797144
mAP_valid_abs_values_4 86.983750 0.944590
mAP_valid_abs_values_2 86.910000 0.737682
mAP_valid_abs_values_3 86.875625 0.942046
mAP_valid_abs_values_25 86.789687 1.073476
mAP_valid_abs_values 86.627813 1.077101
mAP_valid_abs_values_21 86.508750 1.079467
mAP_valid_abs_values_26 86.435625 0.941950
mAP_valid_abs_values_22 86.239688 0.861257
mAP_valid_abs_values_24 86.214375 1.105342


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_23 90.159063 0.937840
mAP_test_abs_values_19 89.738750 1.041611
mAP_test_abs_values_11 89.405313 1.134901
mAP_test_abs_values_16 89.397813 0.825660
mAP_test_abs_values_14 89.369062 0.818280
mAP_test_abs_values_17 89.359688 1.086992
mAP_test_abs_values_3 89.324062 1.321946
mAP_test_abs_values_18 89.314687 1.131642
mAP_test_abs_values_9 89.180625 0.997377
mAP_test_abs_values_10 89.169063 1.167076
mAP_test_abs_values_13 89.002500 1.325477
mAP_test_abs_values_21 89.000937 1.256732
mAP_test_abs_values_5 88.930312 1.165220
mAP_test_abs_values_7 88.919375 0.910391
average_map 88.857644 0.496869
mAP_test_abs_values_25 88.685313 1.005151
mAP_test_abs_values 88.678437 1.107238
mAP_test_abs_values_20 88.543750 1.073925
mAP_test_abs_values_8 88.478750 1.199913
mAP_test_abs_values_6 88.471563 1.332945
mAP_test_abs_values_4 88.458125 0.980153
mAP_test_abs_values_24 88.456875 1.115641
mAP_test_abs_values_2 88.439375 1.121896
mAP_test_abs_values_12 88.145000 1.272965
mAP_test_abs_values_15 87.984375 1.166151
mAP_test_abs_values_22 87.941563 0.847235
mAP_test_abs_values_26 87.744375 1.528267
Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_64 =  res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]

res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]


result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')


result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]

html_table = result_merged_mwu_64.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 11 88.012500 89.405313
1 18 88.000937 89.314687
2 16 87.995937 89.397813
3 19 87.953438 89.738750
4 20 87.947812 88.543750
5 13 87.925313 89.002500
6 12 87.881563 88.145000
7 6 87.797500 88.471563
8 9 87.546875 89.180625
9 23 87.496875 90.159063
10 8 87.474375 88.478750
11 10 87.419062 89.169063
12 7 87.396250 88.919375
13 14 87.258750 89.369062
14 17 87.256563 89.359688
15 15 87.145938 87.984375
16 5 87.082500 88.930312
17 4 86.983750 88.458125
18 2 86.910000 88.439375
19 3 86.875625 89.324062
20 25 86.789687 88.685313
21 1 86.627813 88.678437
22 21 86.508750 89.000937
23 26 86.435625 87.744375
24 22 86.239688 87.941563
25 24 86.214375 88.456875
Code 
#%%

dt_valid  = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_24082024_{layer_vsn}.csv")

dt_test  = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_24082024_{layer_vsn}.csv")



output_size = 72

query = (
    "output_size == @output_size "
)

dt_valid = dt_valid.query(query)

dt_test = dt_test.query(query)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
28 372 72 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 81.79 81.41 81.94 83.62 81.27 83.88 85.90 80.16 82.01 82.52 84.47 81.38 83.98 82.81 82.02 85.25 81.39 82.21 84.90 85.67 82.98 81.92 83.62 83.13 82.84 81.58
29 372 72 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 83.90 83.27 84.26 83.63 81.36 82.93 85.11 84.63 83.03 86.33 86.73 85.84 85.90 85.12 84.44 83.68 83.81 85.06 84.70 83.38 80.97 80.89 82.37 81.20 80.61 80.81
30 372 72 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 85.00 81.99 84.66 84.62 82.83 85.55 83.74 84.06 85.26 83.98 84.88 85.24 86.87 85.40 84.65 86.51 83.30 86.81 85.67 86.93 82.09 80.89 78.04 82.29 80.53 82.62
31 372 72 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 85.30 85.24 84.30 85.72 83.63 81.92 83.98 86.47 84.47 84.47 85.38 86.00 85.12 85.61 85.40 84.89 84.74 86.41 85.94 87.56 81.01 84.46 84.70 81.47 83.11 82.83
60 372 72 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 81.91 82.24 83.37 84.64 83.37 82.39 83.64 85.07 84.93 83.37 85.80 85.62 85.18 83.15 84.08 85.23 83.91 84.95 85.13 85.35 80.00 83.24 81.99 83.01 82.72 83.01
61 372 72 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 84.32 85.17 84.08 82.14 83.66 87.33 85.51 85.00 84.50 87.29 87.04 84.28 85.98 86.03 85.74 86.81 84.16 85.40 85.59 86.25 83.73 83.96 82.87 81.21 83.91 83.99
62 372 72 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 82.05 83.60 85.88 82.76 82.54 85.93 84.47 88.22 84.97 84.18 86.97 86.22 86.29 84.28 84.42 84.90 84.81 87.50 86.38 86.44 82.88 83.26 84.18 81.45 83.09 82.83
63 372 72 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 81.96 85.64 84.17 82.32 83.49 87.82 85.27 86.47 86.93 82.67 84.05 87.29 87.85 86.05 84.33 83.77 86.71 86.35 84.55 85.51 83.87 83.60 83.96 83.39 81.90 84.18
92 372 72 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 82.74 82.29 83.84 83.02 83.81 81.71 82.36 81.70 84.24 83.95 84.42 86.54 85.09 85.70 83.52 85.04 85.23 83.66 84.38 85.29 82.34 81.87 80.96 83.20 83.61 82.70
93 372 72 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 82.53 86.45 82.58 85.53 84.91 85.94 84.37 84.96 83.72 86.45 85.10 86.11 87.15 85.75 84.30 84.53 83.79 85.45 85.79 83.25 84.04 83.46 85.63 82.91 81.95 82.90
94 372 72 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 84.45 85.81 83.57 84.36 83.56 85.31 86.08 84.60 87.42 86.34 84.65 85.93 86.42 86.26 85.98 85.93 86.95 86.04 84.57 86.61 82.80 84.55 83.42 81.31 83.02 83.84
95 372 72 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 19.49 82.82 85.43 82.77 84.13 86.25 85.92 85.14 85.85 83.92 86.22 87.91 86.58 86.00 85.94 85.13 85.64 87.19 86.77 86.76 83.34 85.84 82.99 85.39 84.41 83.16
124 372 72 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 81.75 84.21 81.19 83.77 82.57 84.19 81.46 85.54 83.94 84.10 83.68 84.51 86.28 82.95 83.49 83.85 82.28 84.32 85.58 84.65 84.42 80.02 81.44 80.69 80.60 83.50
125 372 72 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 84.63 84.64 82.80 83.79 83.04 86.75 87.04 86.50 84.92 84.45 86.63 86.67 86.62 87.50 87.32 85.67 83.63 85.74 87.04 85.51 81.79 82.37 83.43 83.21 81.61 85.24
126 372 72 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 84.50 84.61 85.85 84.52 85.37 84.14 86.43 84.05 85.51 85.32 87.73 86.41 83.81 85.53 84.98 87.68 85.41 88.19 85.02 86.95 81.74 82.44 85.65 82.95 84.16 81.42
127 372 72 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 84.69 85.41 85.03 86.53 82.89 84.51 84.78 85.28 86.49 84.46 87.12 87.35 84.28 85.84 85.85 86.86 85.65 87.95 87.83 86.24 84.12 83.98 83.95 85.03 83.91 82.94
156 372 72 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 84.33 84.07 85.60 85.35 85.15 83.95 84.84 84.55 84.64 83.79 85.59 84.24 85.04 85.74 84.19 84.58 84.30 86.33 85.18 85.92 82.79 81.80 84.08 82.43 83.38 81.10
157 372 72 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 85.07 84.49 84.78 85.53 84.25 86.22 87.55 84.60 84.57 85.34 85.55 86.00 87.08 87.50 85.20 85.34 85.27 85.03 85.92 84.83 84.68 82.72 83.38 82.36 84.12 84.34
158 372 72 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 86.32 84.69 84.42 85.99 84.32 84.77 82.72 86.22 86.73 85.30 86.09 86.63 87.35 87.33 86.36 86.56 85.56 85.28 86.26 86.74 83.87 82.83 84.80 86.23 83.73 83.61
159 372 72 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 84.40 85.74 84.45 84.09 86.72 85.47 88.54 85.79 86.77 87.46 85.03 85.16 85.42 87.46 87.99 89.16 85.01 89.04 87.40 86.69 83.84 84.46 84.07 84.00 84.66 83.74
188 372 72 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 82.55 81.33 82.54 85.55 77.70 84.08 85.57 85.46 85.37 83.81 85.82 85.76 86.43 84.11 85.83 84.62 84.97 85.94 85.96 86.38 83.78 82.71 82.35 83.69 84.49 83.51
189 372 72 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 84.44 85.11 84.42 83.98 85.54 86.87 85.62 85.59 87.07 84.72 85.76 84.10 85.97 84.82 84.63 87.26 86.72 86.37 85.00 86.03 84.78 84.48 83.42 86.10 84.47 87.64
190 372 72 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 84.43 84.56 86.77 85.01 84.75 85.34 83.86 85.56 85.36 84.86 85.61 84.45 88.26 85.61 87.07 85.54 86.42 85.42 85.92 85.85 86.61 83.03 83.46 84.17 84.20 85.91
191 372 72 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 85.87 86.13 84.56 85.07 83.71 84.57 83.82 86.20 84.86 85.07 84.40 86.42 89.51 85.37 85.58 88.36 87.16 84.69 85.40 88.15 82.93 84.57 84.17 82.70 84.45 84.04
220 372 72 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 82.65 83.55 84.17 84.08 83.14 86.37 84.35 86.04 85.07 84.05 86.46 87.00 83.78 84.86 84.69 84.73 84.39 86.59 85.21 87.35 82.50 83.68 83.23 84.53 81.92 82.19
221 372 72 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 85.23 86.40 84.03 85.36 84.43 85.81 19.49 86.69 86.22 85.30 87.23 86.43 87.39 85.75 85.76 87.15 85.23 87.52 88.65 86.30 84.20 81.80 83.58 83.50 84.18 85.35
222 372 72 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 84.72 85.39 85.52 85.53 84.21 86.34 86.07 87.68 87.35 85.52 86.37 86.77 85.76 86.24 85.66 86.65 86.66 86.25 87.44 86.22 84.03 81.91 85.10 83.03 83.99 84.55
223 372 72 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 84.25 85.44 86.24 87.25 84.05 84.03 85.24 86.26 85.63 86.32 85.61 85.84 84.74 85.01 84.32 86.30 85.93 87.09 86.45 88.31 84.06 84.64 85.94 83.49 82.65 82.51
252 372 72 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 83.83 85.94 83.63 85.94 84.19 85.53 84.06 85.08 85.72 83.51 83.67 86.13 87.46 86.12 83.82 86.71 85.62 85.75 85.74 84.57 83.15 83.68 83.55 83.91 83.31 82.81
253 372 72 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 83.81 86.17 86.95 86.76 85.49 87.32 87.75 87.34 86.25 85.05 86.32 85.93 87.43 86.32 85.66 85.74 86.64 86.13 86.34 87.39 83.63 84.70 85.61 84.56 83.69 85.45
254 372 72 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 84.29 86.75 86.86 84.52 86.22 87.46 87.08 87.64 87.85 86.92 86.35 86.29 86.26 86.84 86.56 86.28 87.22 83.41 86.09 86.33 86.45 84.30 83.63 83.53 83.91 84.98
255 372 72 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 84.98 82.88 83.54 86.01 85.76 86.14 87.37 87.30 87.27 85.44 87.21 86.74 86.23 87.46 86.01 87.37 85.24 86.74 86.93 85.86 85.12 84.60 82.64 84.67 84.18 86.19
284 372 72 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 81.61 84.10 83.65 83.96 86.74 85.19 87.21 84.75 86.42 84.96 85.56 85.05 83.10 85.79 85.76 84.71 85.90 85.62 87.69 84.99 83.25 83.73 83.83 82.24 81.00 84.36
285 372 72 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 84.30 85.18 84.73 85.54 84.09 84.30 85.35 85.34 86.52 87.37 84.07 85.28 87.20 85.12 86.80 88.12 83.04 87.29 86.96 84.53 85.26 83.33 86.76 82.85 83.79 82.93
286 372 72 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 85.01 84.66 86.04 84.84 86.25 85.73 87.94 86.29 86.62 86.66 87.18 86.72 85.57 87.24 86.02 87.02 87.57 86.28 87.34 84.44 83.90 83.39 82.25 83.80 82.72 83.13
287 372 72 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 86.34 86.00 84.66 83.49 86.20 87.02 84.80 87.18 86.59 87.89 87.80 84.66 87.03 86.15 87.89 86.44 87.10 86.07 85.64 85.97 82.99 82.92 83.68 85.06 84.95 85.11
316 372 72 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 83.86 82.14 83.91 81.54 80.78 82.76 82.01 82.37 82.47 82.04 85.86 83.62 84.64 82.41 82.00 82.90 83.75 82.00 84.89 84.43 81.30 81.50 83.97 82.54 80.68 81.68
317 372 72 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 85.10 84.82 83.56 85.43 83.69 84.89 88.29 85.09 86.74 85.46 87.00 86.16 84.41 83.80 85.39 85.60 87.50 86.48 85.88 85.28 83.96 83.05 81.44 83.91 82.58 83.13
318 372 72 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 82.34 83.42 84.54 83.29 83.61 84.57 85.30 84.69 84.66 85.33 85.71 85.08 85.29 86.50 82.10 86.94 85.14 85.19 85.15 86.91 82.91 81.67 83.31 80.72 82.83 81.69
319 372 72 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 82.74 85.73 84.41 83.71 82.30 85.69 85.16 84.70 85.98 85.85 85.62 84.38 85.97 84.28 85.42 86.26 85.25 84.92 85.38 83.95 82.79 83.94 81.34 80.94 79.51 82.07
348 372 72 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 81.97 83.00 83.18 81.89 82.92 85.32 83.67 83.46 83.74 83.25 85.98 83.17 84.16 83.59 82.94 85.37 83.06 83.84 83.48 83.36 83.29 82.65 82.12 82.02 82.12 83.40
349 372 72 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 85.64 84.00 84.63 85.30 84.10 85.47 84.50 88.11 87.93 87.23 86.52 85.84 84.29 85.39 86.25 85.41 86.39 86.38 85.17 87.40 83.59 82.19 82.83 82.45 83.18 82.64
350 372 72 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 82.77 86.52 83.92 84.19 87.34 85.04 85.65 88.07 86.36 87.78 87.51 85.65 87.01 86.36 84.06 86.66 86.90 87.11 84.17 87.70 83.85 83.77 85.19 84.84 83.69 84.31
351 372 72 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 82.57 86.00 83.67 83.18 85.20 85.10 85.51 83.85 87.73 87.09 85.99 86.89 85.25 87.09 85.31 86.47 84.52 85.91 85.84 84.44 83.79 86.73 83.34 84.28 82.15 83.45
380 372 72 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 83.28 83.76 83.93 82.59 83.54 86.34 86.60 85.62 83.66 83.93 84.41 84.88 84.55 83.51 85.14 84.26 82.52 82.41 85.31 85.59 83.02 83.02 78.99 81.40 82.02 81.79
381 372 72 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 84.63 84.54 86.34 84.23 87.04 86.66 83.36 85.43 85.48 85.78 84.71 84.98 85.17 83.99 87.00 86.64 84.04 86.37 85.42 87.70 83.48 82.70 85.57 84.78 83.45 82.32
382 372 72 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 86.59 84.53 83.78 83.19 84.21 87.71 83.86 85.40 86.58 86.34 86.91 85.82 85.73 85.21 85.34 86.61 85.40 86.19 86.76 86.27 82.60 84.38 82.25 83.79 82.95 81.99
383 372 72 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 84.57 84.01 84.30 86.29 86.20 87.04 86.27 84.90 85.02 86.84 85.90 85.61 86.57 84.91 85.52 84.35 86.72 86.17 85.41 86.24 82.62 83.34 82.15 83.60 84.43 81.90
412 372 72 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 84.28 83.29 85.10 83.44 83.49 82.56 85.82 84.86 87.28 85.08 84.61 85.07 86.24 85.08 84.91 85.15 85.06 84.15 86.96 85.53 83.38 82.95 19.49 83.48 83.58 82.24
413 372 72 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 83.26 85.07 84.02 85.60 84.26 86.44 85.74 86.03 87.02 85.95 84.04 86.17 85.64 87.56 85.45 85.59 86.37 86.46 86.84 85.99 82.64 82.13 85.57 84.48 83.66 83.92
414 372 72 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 85.60 83.13 84.68 85.81 85.09 84.71 84.52 84.70 86.62 85.14 87.37 86.84 86.83 86.50 84.13 87.19 84.83 87.81 85.92 86.67 86.76 81.90 84.64 84.24 84.10 83.46
415 372 72 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 85.43 86.20 85.40 85.23 83.25 86.94 87.76 87.79 85.70 85.69 86.10 87.42 87.12 84.43 85.53 85.53 87.45 85.71 87.72 87.31 83.94 84.41 85.70 84.77 83.89 82.95
444 372 72 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 84.52 85.15 82.88 84.65 83.47 85.34 83.83 84.35 85.92 86.68 84.40 85.57 85.02 84.07 85.36 84.08 83.61 84.73 85.66 85.22 83.22 81.95 83.36 82.95 85.67 82.14
445 372 72 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 84.53 84.25 85.27 85.68 86.01 86.39 85.86 85.37 87.56 86.33 85.37 86.47 87.56 86.11 86.14 85.55 85.98 86.32 84.67 86.60 82.63 82.52 82.61 85.65 86.19 83.96
446 372 72 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 84.94 86.12 85.46 84.19 82.78 85.68 86.64 85.83 84.31 86.74 86.61 84.90 88.19 86.17 87.07 87.79 86.36 86.27 85.16 85.55 85.42 82.85 84.85 83.67 85.97 83.68
447 372 72 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 85.20 85.29 85.35 83.62 88.18 86.05 86.01 86.62 85.14 88.06 86.82 84.73 87.59 85.28 86.16 85.16 85.58 86.47 86.34 85.22 83.23 84.72 82.44 86.33 84.76 83.85
476 372 72 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 81.61 83.96 81.37 83.14 82.29 84.04 84.72 85.79 85.48 86.16 85.71 83.72 85.14 83.92 84.96 84.41 86.92 85.09 87.46 86.22 83.09 79.98 83.63 81.83 82.48 80.83
477 372 72 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 84.20 83.14 83.09 85.45 85.46 86.73 86.25 86.80 87.58 87.91 85.41 85.18 86.16 85.17 85.29 88.63 86.67 87.51 85.91 85.90 84.48 83.76 85.23 85.30 85.29 83.54
478 372 72 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 82.27 83.17 86.05 83.68 85.55 86.92 86.63 85.31 86.37 84.88 85.64 86.04 86.33 86.76 85.72 86.75 86.39 86.75 86.97 85.19 85.40 82.93 85.39 84.92 83.89 84.44
479 372 72 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 84.60 86.36 86.81 85.63 85.23 86.54 85.68 85.93 86.45 85.57 86.27 86.69 88.17 87.02 87.43 85.91 86.78 85.30 85.93 87.65 83.41 84.11 86.72 84.88 87.05 85.70
508 372 72 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 84.52 85.02 84.23 84.98 84.87 85.09 84.16 84.85 85.62 86.72 87.39 85.65 84.08 84.53 85.29 85.41 84.32 85.59 84.90 85.91 82.93 82.20 83.49 82.37 83.03 82.78
509 372 72 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 83.49 83.93 86.26 87.40 86.10 87.28 85.97 86.96 85.87 87.18 87.59 87.36 87.43 84.69 86.27 86.69 86.65 85.79 87.41 87.35 83.41 84.45 82.53 85.24 84.56 84.01
510 372 72 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 83.86 84.72 85.42 85.13 84.75 86.32 85.42 86.14 85.44 87.33 87.87 86.88 87.15 85.03 85.93 86.05 84.02 86.17 85.22 86.61 85.94 83.29 83.42 84.01 84.29 84.01
511 372 72 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 84.86 85.23 85.18 84.06 84.12 85.47 86.08 84.96 87.53 87.11 88.48 87.76 88.27 85.83 86.78 86.27 84.81 85.18 85.03 86.48 84.07 84.23 85.12 83.80 83.95 84.84
540 372 72 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 83.90 84.85 86.22 84.17 85.49 86.62 85.32 85.97 87.08 85.03 86.88 87.00 86.41 84.91 85.47 84.15 84.08 85.98 85.56 87.25 82.47 83.20 83.88 82.67 82.21 82.98
541 372 72 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 85.21 86.02 83.66 85.43 86.19 86.04 86.52 86.67 86.00 84.81 85.45 85.41 87.41 84.36 86.84 86.30 86.18 85.78 85.57 87.71 82.05 83.49 84.32 85.16 85.18 84.64
542 372 72 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 84.20 84.24 84.85 86.31 87.21 86.00 87.28 85.93 86.29 86.30 87.26 86.64 87.05 85.69 85.54 86.20 86.19 86.60 86.87 87.08 85.05 83.43 85.76 84.27 85.44 83.61
543 372 72 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 85.21 84.73 84.66 87.19 85.69 86.32 85.80 86.92 85.02 86.96 87.69 85.28 88.11 85.81 87.41 87.29 86.82 88.39 86.70 87.46 84.54 85.04 84.53 84.42 85.66 86.28
572 372 72 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 85.46 83.47 86.59 83.69 86.15 85.42 85.10 85.94 85.95 86.52 87.33 86.60 84.52 84.84 83.45 86.34 84.94 84.37 85.92 86.18 84.12 82.00 84.54 82.26 84.29 81.42
573 372 72 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 85.25 85.04 82.72 84.70 84.75 85.36 84.98 87.47 83.25 85.50 86.48 86.90 86.20 86.73 85.80 87.13 85.79 85.32 86.91 85.78 83.82 84.80 84.16 85.57 85.19 86.43
574 372 72 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 83.26 85.41 85.96 86.25 86.29 86.94 84.61 85.03 85.93 84.97 86.05 85.82 85.51 85.00 84.52 86.92 86.06 86.98 86.24 87.38 83.74 85.53 85.27 85.86 86.46 85.29
575 372 72 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 84.53 85.12 85.36 85.73 85.86 85.67 85.20 86.56 85.02 85.77 85.28 86.61 85.57 87.64 86.37 88.50 87.21 84.36 87.13 86.65 84.33 84.00 83.75 85.22 86.24 83.88
604 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 86.94 88.67 86.47 86.00 86.68 87.62 87.36 87.51 87.32 86.32 88.51 88.66 88.61 87.35 85.36 89.16 86.16 89.18 88.64 89.14 85.87 86.58 86.13 85.05 87.14 86.98
605 372 72 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 85.57 86.96 87.07 86.34 88.08 87.29 87.13 87.42 87.47 87.47 87.04 87.91 87.32 86.97 86.73 88.37 87.62 89.59 88.53 88.68 87.00 85.98 86.77 85.84 88.01 85.62
606 372 72 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 86.16 86.26 87.30 86.00 86.43 87.59 87.44 87.01 87.74 87.41 88.43 86.98 88.17 87.20 87.03 88.55 86.66 87.81 87.17 88.82 88.24 85.34 85.45 86.17 86.46 86.03
607 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 87.02 86.82 87.11 87.23 87.18 87.58 89.30 87.05 88.47 87.50 88.51 86.88 87.47 87.87 86.98 88.84 86.47 87.12 87.89 87.69 84.49 84.46 85.30 87.36 86.42 87.62
636 372 72 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 85.37 87.34 85.50 86.94 86.77 87.60 86.70 86.80 86.32 86.30 88.95 87.29 88.69 86.35 86.16 88.84 86.16 86.73 88.42 88.37 87.84 85.54 86.59 85.71 85.87 85.82
637 372 72 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 86.56 86.57 88.00 85.15 87.76 87.70 87.60 86.65 87.20 87.68 87.81 86.67 89.03 86.26 85.67 87.65 87.69 88.07 87.68 88.14 86.11 84.67 89.28 87.20 86.14 87.34
638 372 72 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 87.25 88.34 87.40 87.75 86.87 88.07 87.92 87.47 87.73 87.08 87.70 87.47 87.02 86.73 87.33 86.14 89.90 87.59 88.95 88.53 87.01 84.29 86.23 85.32 85.28 87.09
639 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.30 87.78 88.14 86.34 86.50 87.84 87.62 87.32 88.38 86.75 87.78 87.62 85.82 86.74 86.08 87.46 87.06 87.95 87.02 88.57 86.92 86.44 87.84 84.28 86.02 86.73
668 372 72 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 86.75 85.05 86.51 87.35 87.48 87.48 86.29 87.66 87.02 86.95 88.14 87.68 87.85 87.22 86.64 87.49 88.58 86.75 88.62 88.53 83.83 85.76 85.18 83.28 85.14 87.97
669 372 72 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 86.75 85.14 86.90 84.57 85.36 88.09 85.60 88.28 87.18 86.64 86.84 87.31 87.39 86.71 89.33 87.20 88.05 87.18 87.88 85.77 87.98 85.94 86.75 85.47 86.21 85.29
670 372 72 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 86.75 85.58 86.84 87.93 87.45 87.40 87.73 86.64 87.94 87.42 86.57 88.64 88.98 87.44 85.79 86.64 87.51 88.22 88.04 88.13 86.26 83.58 85.44 85.87 85.82 85.84
671 372 72 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 87.78 85.86 87.33 86.42 87.18 88.30 85.60 86.40 88.26 86.11 86.63 88.93 88.72 86.84 86.59 88.42 86.37 88.27 87.81 87.52 85.96 83.04 88.26 84.67 86.02 86.83
700 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 86.41 86.97 87.08 86.61 88.51 87.98 88.36 88.43 88.24 86.67 88.32 86.84 86.96 85.73 87.38 88.06 87.28 87.42 88.05 88.66 86.26 85.31 88.28 84.65 86.05 85.75
701 372 72 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 88.59 87.50 86.47 86.62 87.96 88.60 86.85 86.12 88.22 86.19 88.00 89.26 86.54 87.44 87.72 87.57 86.18 88.05 88.58 88.06 85.82 85.84 87.61 85.21 86.51 85.85
702 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.34 86.78 86.69 87.22 86.67 88.01 87.17 87.33 86.05 87.49 87.01 88.32 87.36 86.81 88.44 88.09 88.26 87.95 87.42 87.50 86.45 87.02 87.80 86.11 86.27 88.17
703 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.98 87.06 87.61 85.99 86.39 88.45 88.16 86.41 87.60 87.61 88.79 87.56 90.29 87.96 87.36 88.50 89.07 89.76 88.02 87.95 86.44 87.05 86.59 84.38 86.12 85.61
732 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 87.59 86.14 86.65 87.96 88.24 87.37 87.35 87.48 87.06 85.63 86.88 88.38 87.06 87.98 86.65 89.25 85.83 87.68 87.08 88.90 84.79 86.59 86.87 86.79 87.89 87.23
733 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.74 86.62 85.01 88.61 86.97 87.31 87.73 87.44 88.57 86.91 88.22 89.46 88.22 86.34 88.10 88.63 85.96 87.75 88.63 86.17 85.57 86.44 89.09 86.82 87.85 87.26
734 372 72 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 85.81 85.05 85.41 87.12 88.04 87.37 86.73 87.75 87.62 86.92 87.91 87.33 89.41 87.42 87.09 87.97 87.19 87.57 87.67 87.70 85.73 84.50 85.70 85.20 87.32 85.84
735 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.26 87.80 87.56 86.49 85.61 86.42 87.30 87.89 88.26 87.85 88.64 87.82 87.42 87.18 88.42 87.73 88.59 87.20 88.84 87.76 87.77 86.55 88.80 85.78 86.26 87.60
764 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 85.29 85.92 86.77 87.27 84.94 87.69 87.62 87.84 88.68 87.06 88.53 88.27 88.24 86.91 87.24 88.32 88.02 88.93 87.72 88.59 86.23 85.48 85.32 86.97 87.05 88.18
765 372 72 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 86.86 86.95 86.14 87.41 84.86 86.04 87.56 86.70 87.19 87.00 87.74 86.36 87.18 87.75 87.39 87.93 87.24 89.43 87.59 87.54 85.77 86.47 87.57 85.45 85.45 86.98
766 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 85.92 86.65 86.78 86.98 87.54 88.23 85.74 87.89 88.53 87.83 88.35 87.48 87.48 86.80 87.44 86.61 86.10 87.71 88.13 87.65 87.52 85.54 88.20 85.79 85.92 85.53
767 372 72 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 87.45 87.15 86.01 85.66 87.57 86.25 86.82 86.47 87.16 87.08 88.86 87.14 87.71 86.76 86.04 88.15 87.35 89.33 87.60 86.43 84.36 85.43 87.58 86.07 88.49 86.12
796 372 72 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 85.54 87.91 86.63 86.98 86.90 87.38 87.89 87.92 88.37 88.15 87.06 88.15 87.44 87.79 87.03 87.59 87.55 87.95 87.99 87.07 87.72 87.03 87.36 85.46 86.11 86.57
797 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 86.91 86.34 88.05 86.05 86.15 86.98 87.72 86.39 86.78 88.31 88.55 87.48 86.58 88.34 85.98 86.09 87.31 88.44 88.74 88.70 87.94 87.20 87.55 85.43 86.37 85.26
798 372 72 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 87.10 87.07 86.47 87.14 87.27 87.46 87.26 87.84 88.07 87.29 89.42 88.63 88.12 88.64 86.74 87.59 87.45 87.02 87.30 88.82 87.18 87.19 86.44 85.48 85.29 85.49
799 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 88.23 87.06 84.95 85.50 85.34 88.45 85.98 86.34 88.36 87.24 87.75 86.26 87.95 87.51 86.27 86.94 85.92 87.36 86.97 87.72 86.41 84.27 88.10 87.10 86.23 85.61
828 372 72 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 86.49 85.53 86.28 87.92 86.96 88.25 88.61 88.28 88.50 87.47 88.44 87.96 86.99 88.25 87.77 87.80 86.90 87.97 87.59 87.61 86.44 87.13 87.93 86.22 86.85 86.70
829 372 72 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 86.19 87.40 85.53 85.19 85.79 87.19 86.22 86.70 86.32 86.29 87.52 87.73 87.33 87.99 87.49 88.07 87.01 89.01 87.55 87.99 86.84 84.88 87.91 84.17 86.07 85.52
830 372 72 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 86.13 86.54 87.04 87.31 86.70 86.29 87.12 87.15 87.45 88.16 87.82 88.64 86.85 86.21 87.06 86.45 87.25 88.91 87.55 88.57 85.57 84.37 85.13 86.46 87.23 87.46
831 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.05 87.51 85.89 86.31 87.68 87.36 87.06 87.09 88.17 88.04 87.73 88.75 89.68 87.42 86.48 89.08 87.39 87.46 87.80 89.32 86.72 86.44 85.76 85.42 85.20 85.10
860 372 72 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 86.39 86.13 86.34 85.93 86.49 87.88 88.66 87.48 87.08 87.31 86.06 88.44 86.57 86.93 85.48 86.74 87.61 86.49 86.59 87.06 83.09 87.17 86.64 85.70 86.02 87.99
861 372 72 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 86.78 87.65 85.92 87.06 87.05 88.17 86.26 86.24 87.85 87.40 88.10 88.38 87.83 87.06 85.78 88.69 85.41 87.00 86.43 87.77 85.68 85.11 87.66 87.78 84.47 85.01
862 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 83.94 87.84 86.53 87.72 87.17 86.49 86.71 88.37 86.52 88.51 87.33 87.26 87.87 86.44 86.73 87.75 86.87 88.49 88.51 87.52 84.70 84.00 85.05 84.10 87.65 86.02
863 372 72 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 85.78 86.34 85.69 86.72 88.51 88.02 87.80 87.12 86.62 87.83 87.27 88.54 88.05 85.98 86.79 88.39 86.79 87.49 88.56 88.15 85.06 85.88 86.85 84.63 85.00 86.02
892 372 72 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 86.81 85.74 85.92 87.68 85.66 86.99 88.60 87.99 85.72 86.12 88.75 88.63 87.13 86.87 86.33 88.58 87.32 88.24 88.53 87.57 88.97 87.82 87.49 86.48 87.19 86.85
893 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.46 88.59 87.64 86.27 87.17 89.32 85.74 88.69 86.07 88.61 88.29 88.11 89.56 89.36 88.25 88.73 88.74 88.08 88.88 87.95 86.92 86.33 88.92 88.26 86.87 87.35
894 372 72 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.33 86.68 85.85 86.75 87.74 88.95 87.73 87.38 88.30 86.74 87.32 88.25 87.52 87.81 87.13 90.66 86.99 86.69 86.82 87.23 88.86 85.99 87.93 86.35 86.37 85.90
895 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.46 87.27 87.10 88.80 87.98 87.51 88.42 88.37 88.57 87.11 88.02 88.56 88.17 89.03 85.79 88.61 86.85 88.29 88.33 88.65 87.49 86.23 88.22 85.72 88.25 87.79
924 372 72 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 86.01 86.64 87.14 87.65 87.30 88.04 87.33 87.79 88.07 87.19 88.38 86.97 86.29 86.27 86.82 88.12 88.14 88.18 88.98 88.13 85.03 86.33 87.10 86.68 86.42 85.33
925 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 86.39 85.56 87.84 85.30 87.23 87.75 88.14 87.48 86.84 86.12 87.45 88.97 88.76 86.49 85.64 87.37 87.27 89.47 87.61 88.35 88.21 86.44 85.18 85.86 87.43 87.21
926 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 87.12 86.88 84.98 85.50 86.54 87.81 86.48 87.50 87.41 86.42 87.09 88.11 87.56 87.44 85.55 87.99 86.46 89.22 88.32 87.46 85.63 84.88 88.68 85.86 85.34 86.45
927 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 85.88 86.19 85.97 87.15 85.67 88.43 87.32 86.08 85.76 86.10 87.99 86.42 88.97 86.50 85.73 88.19 88.09 87.78 88.71 87.14 86.53 85.52 87.65 84.04 85.99 87.53
956 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 87.85 88.63 87.29 85.69 87.36 87.64 85.43 88.47 87.23 85.99 86.99 86.48 87.98 88.03 89.34 87.20 88.44 89.13 87.74 88.61 87.58 85.12 85.96 85.33 87.69 86.93
957 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.00 87.11 86.93 88.25 86.91 88.84 87.15 88.05 88.09 88.17 88.82 88.03 87.51 87.96 87.27 87.24 85.36 87.52 88.96 88.16 88.26 86.74 88.24 83.99 85.98 87.87
958 372 72 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 88.48 87.41 87.98 87.06 87.93 88.12 87.86 87.23 88.28 86.97 87.62 87.45 88.59 86.72 86.45 87.55 87.42 86.37 86.35 88.94 85.83 86.31 86.19 86.64 87.27 87.56
959 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 87.21 87.03 87.36 86.27 85.05 87.62 86.52 86.52 88.68 86.79 86.87 86.88 87.32 87.65 87.55 87.94 86.13 89.13 87.78 87.38 86.64 86.49 86.26 84.27 85.64 89.08
988 372 72 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 85.99 87.61 87.02 85.63 85.50 88.33 87.12 85.63 87.26 88.28 88.75 87.97 88.11 87.67 87.18 86.80 86.14 88.49 88.56 88.30 85.95 85.15 86.92 86.93 87.41 85.48
989 372 72 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 87.40 86.33 86.92 86.99 86.65 88.77 88.58 86.98 86.35 86.81 88.03 86.77 86.48 87.31 86.19 88.28 87.94 86.94 86.65 87.94 87.31 84.54 85.51 85.08 86.50 86.17
990 372 72 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.27 87.98 86.59 85.92 85.79 86.24 87.79 88.62 87.32 87.76 87.43 88.84 88.14 88.39 87.73 87.16 87.56 88.41 87.90 88.09 85.73 86.63 88.30 86.55 87.17 87.42
991 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.51 87.18 87.32 87.86 89.02 87.05 87.37 87.41 87.89 86.50 88.46 89.01 88.69 88.13 86.68 89.45 86.85 87.32 89.51 88.80 86.93 87.73 88.37 88.15 87.60 88.13
1020 372 72 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 87.24 86.92 87.08 86.81 85.65 88.43 86.46 87.07 87.47 87.25 88.33 87.13 89.66 88.14 86.04 86.86 87.22 87.65 87.83 87.95 84.65 87.58 87.80 84.19 87.59 85.39
1021 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.84 87.35 87.18 86.56 86.81 86.81 88.07 87.60 88.55 86.33 88.68 88.01 89.33 88.32 87.79 87.38 89.35 89.73 88.88 88.03 85.89 87.10 86.57 86.78 88.11 87.20
1022 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.05 86.73 86.25 87.38 86.98 87.30 87.44 88.52 87.75 88.72 88.85 88.26 88.25 87.13 85.67 89.10 86.55 88.31 87.95 90.40 86.55 87.02 86.85 86.76 85.47 86.81
1023 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 86.58 85.22 87.30 85.70 86.84 85.75 86.50 88.35 87.52 88.33 88.05 86.81 88.35 86.59 86.11 89.90 88.03 89.57 88.07 89.11 87.43 84.98 88.19 85.01 87.18 87.69
1052 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 87.18 86.26 87.23 86.57 88.05 87.05 86.45 87.86 87.88 87.90 88.93 88.53 86.89 86.50 85.41 87.86 87.91 88.78 87.67 86.43 87.85 87.72 86.47 86.92 86.48 87.50
1053 372 72 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 86.60 87.32 87.22 86.79 86.54 87.04 87.24 87.79 87.83 87.32 88.41 87.54 86.39 85.55 87.01 87.21 87.50 89.11 86.97 89.97 84.59 85.86 86.40 86.35 87.91 84.91
1054 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 86.73 85.93 87.47 86.52 86.93 87.04 85.72 86.38 86.20 86.45 87.21 85.75 85.64 86.19 87.07 87.99 87.23 86.88 86.35 87.03 87.02 86.30 87.30 86.56 87.33 84.50
1055 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 87.03 87.12 87.03 87.45 86.41 87.57 87.45 87.80 87.93 87.79 88.81 86.08 86.78 86.86 88.33 87.52 87.08 86.61 86.69 89.66 87.06 88.10 88.74 85.93 85.95 85.86
1084 372 72 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 86.24 87.43 85.87 88.48 85.82 86.26 87.04 86.05 86.98 88.11 85.88 86.94 86.99 87.28 86.87 86.56 87.94 88.76 87.49 88.64 87.21 87.02 86.90 84.93 86.46 85.88
1085 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 86.79 86.94 86.79 86.49 86.71 88.61 87.68 87.25 86.15 87.19 87.82 87.94 89.49 87.40 87.39 89.33 86.07 86.80 88.25 88.27 87.77 88.12 87.46 85.66 86.99 86.73
1086 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.40 88.19 86.45 88.22 87.60 87.34 87.88 88.02 88.38 88.58 86.93 89.36 90.23 87.49 87.11 87.37 85.85 87.57 88.66 87.21 86.87 85.15 87.58 84.64 86.78 85.76
1087 372 72 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 87.26 87.12 86.74 87.52 88.10 87.52 87.88 87.26 86.61 87.20 88.62 88.26 88.54 87.28 86.07 87.77 87.20 87.63 87.15 89.21 86.74 86.42 88.55 86.57 88.53 85.86
1116 372 72 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 86.72 86.81 87.92 86.80 86.60 86.36 87.49 87.35 87.59 85.44 87.86 86.93 87.86 87.20 86.72 87.53 86.92 88.35 86.77 87.13 87.81 84.41 83.95 85.20 86.52 86.11
1117 372 72 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 88.80 86.07 86.23 86.76 87.33 86.69 88.01 87.75 86.64 87.18 88.31 87.59 87.33 85.35 87.29 87.64 85.72 88.17 87.23 87.78 85.22 86.93 86.52 84.55 87.06 84.73
1118 372 72 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 85.19 85.17 86.89 87.04 88.20 86.62 87.40 86.50 85.96 87.14 87.90 87.86 87.68 87.33 87.16 88.12 86.07 87.49 87.93 88.47 86.53 86.12 88.46 85.74 86.69 83.63
1119 372 72 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 89.70 87.82 87.01 86.57 85.98 87.95 87.56 84.94 88.16 87.14 87.29 88.04 86.76 87.84 86.10 86.37 88.25 87.12 88.03 87.59 86.95 87.38 88.78 85.50 87.33 87.82
1148 372 72 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 87.40 88.26 86.37 85.66 87.38 88.23 85.83 88.29 86.57 87.75 87.91 87.64 86.82 88.54 86.44 86.87 87.12 90.01 88.29 87.79 87.88 85.09 85.86 82.32 86.46 86.05
1149 372 72 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 85.45 87.69 87.36 86.40 86.34 87.98 87.99 88.45 86.48 86.89 87.95 87.04 86.78 87.78 86.66 88.50 86.81 87.42 88.83 88.48 85.64 84.57 84.38 85.55 86.97 85.77
1150 372 72 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 86.84 88.64 86.66 86.46 86.00 86.99 86.56 86.38 87.00 86.69 86.49 86.58 86.46 85.27 86.18 87.38 86.48 87.95 86.47 87.17 83.55 84.11 87.55 85.62 84.99 85.49
1151 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 86.77 87.22 87.36 87.09 88.15 85.96 86.27 87.28 88.55 86.75 87.62 86.51 88.19 89.49 87.24 86.98 86.86 87.65 88.35 87.44 85.24 87.36 88.01 85.52 85.97 86.86


input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
28 372 72 0.10 32 0.00100 24 0.000000e+00 0.000000e+00 85.59 84.95 88.95 86.61 85.34 87.83 88.13 85.06 85.47 87.36 86.04 85.89 87.63 87.71 87.37 88.03 86.16 83.15 87.82 88.31 87.42 86.50 86.62 87.30 86.48 84.51
29 372 72 0.10 32 0.00100 24 0.000000e+00 1.000000e-08 87.13 88.69 88.10 85.19 85.36 85.52 87.94 88.61 84.22 87.24 87.68 85.09 86.42 86.08 85.93 87.28 85.54 86.88 87.30 87.28 85.14 85.46 82.89 85.40 83.11 85.26
30 372 72 0.10 32 0.00100 24 1.000000e-08 0.000000e+00 86.61 86.76 88.92 86.69 87.91 87.25 86.08 85.95 89.42 86.41 89.02 85.82 89.08 88.33 88.30 89.95 86.17 88.13 87.40 86.96 86.19 84.20 84.66 86.73 84.93 85.88
31 372 72 0.10 32 0.00100 24 1.000000e-08 1.000000e-08 88.02 88.82 89.82 89.44 86.24 85.37 89.66 91.01 87.76 88.84 89.20 88.31 89.79 89.74 87.58 89.63 89.13 87.97 87.62 87.64 85.02 88.16 89.67 87.69 88.24 87.25
60 372 72 0.10 48 0.00100 24 0.000000e+00 0.000000e+00 87.90 88.80 88.58 88.85 88.61 84.81 87.52 89.63 89.63 88.20 90.60 87.39 89.41 88.10 88.45 91.20 88.16 89.73 88.70 89.63 85.79 87.70 88.04 86.54 88.64 85.55
61 372 72 0.10 48 0.00100 24 0.000000e+00 1.000000e-08 88.68 89.19 89.12 88.14 88.05 87.58 87.24 88.58 87.73 89.51 89.27 87.64 87.55 89.34 87.26 89.05 87.53 89.48 90.44 89.55 88.98 86.92 88.51 85.90 87.29 87.54
62 372 72 0.10 48 0.00100 24 1.000000e-08 0.000000e+00 87.84 88.85 88.85 88.12 87.28 88.75 88.54 89.57 87.58 86.49 87.61 89.89 89.21 87.62 87.86 89.13 89.61 90.40 90.05 89.24 88.31 87.94 91.16 87.18 87.14 88.57
63 372 72 0.10 48 0.00100 24 1.000000e-08 1.000000e-08 87.06 87.90 87.94 86.00 87.59 88.44 88.13 89.65 90.52 87.07 87.84 90.50 91.56 90.01 86.06 87.98 90.01 87.66 88.70 88.84 88.76 90.00 88.77 87.27 87.43 87.05
92 372 72 0.10 64 0.00100 24 0.000000e+00 0.000000e+00 87.66 85.80 87.24 86.98 88.25 84.21 86.27 86.90 87.07 89.34 87.66 87.59 89.39 89.51 87.23 88.81 89.02 88.18 86.86 88.88 88.04 86.29 84.24 88.90 87.95 85.93
93 372 72 0.10 64 0.00100 24 0.000000e+00 1.000000e-08 87.54 89.22 87.53 88.40 88.47 88.50 88.67 87.66 89.80 90.16 89.16 89.19 89.92 88.27 87.21 89.17 88.21 89.79 89.57 87.55 88.37 87.34 89.83 86.08 86.25 86.44
94 372 72 0.10 64 0.00100 24 1.000000e-08 0.000000e+00 90.35 89.48 88.98 89.31 88.60 87.30 90.84 89.23 91.64 89.97 88.26 89.02 90.59 90.20 88.15 89.05 90.45 91.31 90.48 89.36 87.43 86.60 89.76 87.09 88.29 88.28
95 372 72 0.10 64 0.00100 24 1.000000e-08 1.000000e-08 19.58 84.86 89.63 87.78 89.29 88.87 87.81 89.61 90.79 86.77 89.13 91.20 89.48 89.63 89.47 87.85 90.15 89.95 90.83 90.95 88.53 89.29 86.63 89.41 88.56 87.25
124 372 72 0.10 32 0.00100 36 0.000000e+00 0.000000e+00 86.54 86.64 86.64 86.71 87.11 87.46 85.60 85.46 86.65 86.79 85.52 86.81 89.56 86.40 85.60 88.75 85.45 87.09 89.81 88.98 88.81 83.52 85.81 84.29 86.05 86.67
125 372 72 0.10 32 0.00100 36 0.000000e+00 1.000000e-08 87.67 87.60 87.49 85.37 87.45 88.09 89.93 88.65 87.73 86.38 89.97 87.96 87.23 88.69 86.71 88.00 85.36 88.59 90.12 88.00 87.04 86.21 90.00 87.94 87.27 88.18
126 372 72 0.10 32 0.00100 36 1.000000e-08 0.000000e+00 89.01 88.72 88.38 86.95 88.12 86.48 87.65 86.65 87.99 89.44 89.78 88.79 90.07 89.45 86.32 91.23 87.68 88.62 89.25 88.95 87.34 86.07 87.69 87.68 88.40 84.69
127 372 72 0.10 32 0.00100 36 1.000000e-08 1.000000e-08 88.57 88.81 89.94 87.92 87.33 85.76 87.03 88.94 88.87 87.35 90.12 87.52 88.59 86.98 87.85 87.80 88.16 89.81 89.51 88.22 88.40 89.24 87.97 88.16 87.21 86.25
156 372 72 0.10 48 0.00100 36 0.000000e+00 0.000000e+00 89.32 86.57 89.55 87.90 88.66 86.15 87.55 88.90 88.34 86.81 88.71 84.98 88.06 89.59 86.61 87.77 89.19 90.00 89.50 88.45 86.30 87.64 89.87 87.48 89.68 86.25
157 372 72 0.10 48 0.00100 36 0.000000e+00 1.000000e-08 90.53 88.57 90.26 87.33 87.99 88.54 87.40 87.90 88.54 88.39 90.05 89.04 89.10 89.61 87.45 90.26 90.06 89.69 89.51 91.59 89.85 86.76 88.72 88.55 87.10 87.84
158 372 72 0.10 48 0.00100 36 1.000000e-08 0.000000e+00 89.34 87.15 89.21 88.70 88.20 88.16 88.47 88.25 90.69 89.40 91.40 88.22 91.06 90.48 88.68 88.51 89.92 87.71 90.08 90.76 87.83 87.67 90.59 88.80 88.41 88.49
159 372 72 0.10 48 0.00100 36 1.000000e-08 1.000000e-08 88.71 89.85 89.96 86.44 90.09 86.95 90.83 88.94 89.81 90.24 89.43 87.46 90.74 89.33 89.09 88.72 89.01 91.53 91.08 88.53 90.00 87.58 90.39 87.00 87.07 87.73
188 372 72 0.10 64 0.00100 36 0.000000e+00 0.000000e+00 86.51 84.54 87.25 89.13 82.14 87.47 90.15 89.12 89.77 87.58 88.60 89.37 90.20 88.35 89.32 89.54 88.78 88.93 89.43 88.79 90.19 88.49 87.13 87.19 86.26 86.60
189 372 72 0.10 64 0.00100 36 0.000000e+00 1.000000e-08 87.97 88.52 90.50 88.46 91.06 90.08 89.79 88.50 90.71 90.06 89.33 88.18 91.51 89.98 88.71 91.50 90.89 89.75 88.43 88.74 89.55 88.35 88.89 89.63 89.22 90.32
190 372 72 0.10 64 0.00100 36 1.000000e-08 0.000000e+00 90.22 88.18 90.54 90.48 88.42 87.22 89.17 89.08 90.12 89.12 85.91 88.18 90.26 89.96 88.62 89.66 90.04 88.79 88.74 88.80 91.03 88.86 88.73 89.17 88.80 87.89
191 372 72 0.10 64 0.00100 36 1.000000e-08 1.000000e-08 90.32 89.51 90.56 87.38 88.95 86.18 89.51 91.10 89.58 89.53 87.85 89.27 91.13 89.17 87.78 89.43 90.21 88.99 90.45 90.19 86.47 88.40 88.81 87.69 87.94 88.81
220 372 72 0.10 32 0.00100 48 0.000000e+00 0.000000e+00 87.57 87.53 88.34 85.41 86.56 87.31 87.06 88.45 85.72 88.29 87.93 90.46 85.97 88.44 86.98 87.21 89.34 90.02 91.10 91.37 86.49 89.43 88.97 87.63 87.55 86.56
221 372 72 0.10 32 0.00100 48 0.000000e+00 1.000000e-08 89.12 89.91 88.57 87.58 88.65 87.83 19.58 90.12 88.90 87.80 90.52 88.13 90.49 90.73 90.82 91.11 89.11 86.34 89.59 88.78 90.64 87.68 90.53 87.77 87.60 87.26
222 372 72 0.10 32 0.00100 48 1.000000e-08 0.000000e+00 91.29 86.83 90.28 87.22 88.14 88.41 87.99 87.42 90.37 88.27 87.20 89.13 89.36 88.23 89.44 89.00 89.60 88.26 88.15 89.12 88.59 87.45 89.98 87.59 87.16 87.75
223 372 72 0.10 32 0.00100 48 1.000000e-08 1.000000e-08 88.05 88.42 90.22 89.01 88.31 85.87 83.90 88.44 87.16 89.70 87.89 87.54 87.46 88.65 86.72 90.18 88.49 87.37 89.77 90.17 89.66 88.63 88.96 86.47 86.38 85.79
252 372 72 0.10 48 0.00100 48 0.000000e+00 0.000000e+00 87.98 89.62 90.44 88.96 88.12 86.41 88.75 89.34 89.67 86.97 87.08 88.75 91.93 88.50 88.39 90.28 87.85 89.03 88.73 88.87 87.32 89.03 88.23 87.19 87.01 86.43
253 372 72 0.10 48 0.00100 48 0.000000e+00 1.000000e-08 90.41 88.77 90.85 88.58 89.21 90.72 91.30 91.35 89.12 88.31 91.51 85.43 90.80 89.41 88.59 90.10 89.72 89.23 89.50 89.36 91.37 89.35 90.73 88.92 88.18 88.31
254 372 72 0.10 48 0.00100 48 1.000000e-08 0.000000e+00 89.11 89.16 90.92 88.33 88.66 89.47 90.51 90.44 90.70 89.01 89.72 86.24 90.73 88.71 87.90 88.01 88.46 86.96 88.89 86.85 90.11 89.92 88.57 87.16 87.22 87.82
255 372 72 0.10 48 0.00100 48 1.000000e-08 1.000000e-08 88.09 87.09 87.29 88.58 86.52 90.35 91.21 88.88 89.30 89.69 88.63 89.65 90.15 91.97 89.42 88.37 90.18 87.59 90.47 89.61 89.43 88.28 86.93 87.70 86.26 89.36
284 372 72 0.10 64 0.00100 48 0.000000e+00 0.000000e+00 89.34 89.07 87.97 88.83 87.73 86.94 91.91 88.63 90.33 91.08 87.77 88.46 89.63 89.59 87.82 87.80 89.85 90.61 90.44 88.29 86.70 88.10 88.86 87.10 87.35 88.72
285 372 72 0.10 64 0.00100 48 0.000000e+00 1.000000e-08 87.10 89.14 89.22 90.61 88.41 88.85 91.03 90.08 91.08 91.72 87.75 86.71 90.68 88.59 89.44 91.61 86.87 88.94 90.48 88.08 90.50 88.30 91.60 88.51 87.44 87.88
286 372 72 0.10 64 0.00100 48 1.000000e-08 0.000000e+00 90.20 89.35 88.10 87.25 89.44 89.05 92.17 90.03 89.43 91.28 89.03 89.61 89.69 89.98 90.16 90.74 89.71 90.47 90.49 89.29 90.07 89.09 87.36 88.08 86.42 86.94
287 372 72 0.10 64 0.00100 48 1.000000e-08 1.000000e-08 91.94 89.66 89.62 87.52 90.41 87.34 87.55 90.63 89.29 88.99 91.11 87.56 91.41 89.68 90.18 90.59 88.73 89.25 88.05 90.04 88.48 89.79 89.26 90.13 88.91 88.21
316 372 72 0.10 32 0.00001 24 0.000000e+00 0.000000e+00 87.37 85.33 88.01 84.60 83.23 85.97 85.34 85.90 88.19 84.77 87.48 86.85 88.37 85.98 84.76 87.51 86.05 85.17 87.39 88.70 86.91 86.08 87.49 86.30 84.80 85.37
317 372 72 0.10 32 0.00001 24 0.000000e+00 1.000000e-08 88.77 85.82 88.05 87.28 86.18 86.93 88.87 87.73 88.01 87.46 88.74 87.55 85.67 86.47 88.05 87.54 86.74 87.37 88.05 88.90 89.20 86.17 87.04 86.62 86.47 87.98
318 372 72 0.10 32 0.00001 24 1.000000e-08 0.000000e+00 85.94 87.03 89.77 87.25 87.19 86.77 85.32 87.55 85.28 87.15 86.07 86.20 85.81 87.39 83.75 87.98 86.85 85.11 87.01 87.35 87.08 87.66 87.92 85.73 87.23 85.93
319 372 72 0.10 32 0.00001 24 1.000000e-08 1.000000e-08 88.43 87.81 88.94 85.23 87.08 86.55 89.34 86.57 88.36 89.24 87.03 86.50 88.00 88.24 88.07 89.36 84.07 87.10 88.79 84.51 87.63 90.16 88.53 84.53 83.79 84.94
348 372 72 0.10 48 0.00001 24 0.000000e+00 0.000000e+00 87.43 87.47 87.78 86.24 85.25 88.27 87.70 87.38 89.53 88.49 86.22 86.16 87.52 86.58 87.90 88.84 87.42 86.62 88.40 85.85 87.49 86.38 87.70 85.52 86.35 87.03
349 372 72 0.10 48 0.00001 24 0.000000e+00 1.000000e-08 89.79 88.89 88.53 88.23 87.52 88.03 88.44 89.28 90.65 90.06 89.88 90.74 88.41 89.22 88.74 90.32 89.48 90.71 89.89 90.02 89.59 88.54 89.19 86.82 87.01 86.43
350 372 72 0.10 48 0.00001 24 1.000000e-08 0.000000e+00 87.99 91.77 90.40 88.43 91.08 87.20 88.37 89.50 89.09 91.22 89.69 89.16 90.83 89.39 87.30 90.63 90.51 89.38 88.34 89.81 89.31 88.85 89.32 88.50 88.52 88.42
351 372 72 0.10 48 0.00001 24 1.000000e-08 1.000000e-08 87.78 88.10 89.44 85.30 87.81 89.23 88.94 87.66 90.16 89.64 88.51 87.19 90.19 88.74 88.77 90.44 90.44 89.32 89.13 87.55 89.43 90.08 88.36 87.52 85.35 87.28
380 372 72 0.10 64 0.00001 24 0.000000e+00 0.000000e+00 89.32 87.41 88.85 87.65 87.11 88.84 89.03 89.17 88.35 87.03 87.20 87.28 88.18 87.77 88.54 89.77 86.72 87.91 89.99 89.24 86.91 89.35 84.90 86.27 86.29 87.16
381 372 72 0.10 64 0.00001 24 0.000000e+00 1.000000e-08 89.41 87.88 92.20 88.65 89.00 87.75 87.46 90.05 89.64 88.36 89.34 88.96 91.59 89.28 89.81 89.95 88.82 90.38 90.03 89.78 89.63 85.47 89.74 91.00 88.44 86.01
382 372 72 0.10 64 0.00001 24 1.000000e-08 0.000000e+00 90.53 88.84 89.14 87.84 87.51 88.66 86.97 88.29 89.32 88.09 87.50 86.47 88.54 88.30 88.64 90.66 89.94 89.68 88.95 88.19 88.28 89.08 86.36 88.66 87.31 86.04
383 372 72 0.10 64 0.00001 24 1.000000e-08 1.000000e-08 89.15 88.36 89.64 89.46 89.45 88.53 89.47 88.27 89.30 88.32 91.66 89.38 90.55 90.80 89.18 88.52 89.66 88.48 89.55 88.77 88.65 88.82 88.20 87.72 88.40 85.75
412 372 72 0.10 32 0.00001 36 0.000000e+00 0.000000e+00 87.91 87.95 89.64 85.76 87.59 85.25 88.38 87.43 88.94 88.67 87.38 86.94 89.22 89.06 86.43 87.18 87.68 86.72 88.40 86.11 88.06 88.28 19.58 87.98 87.38 86.30
413 372 72 0.10 32 0.00001 36 0.000000e+00 1.000000e-08 87.97 88.06 88.11 88.71 87.99 88.21 87.90 89.39 88.90 86.18 87.76 88.35 89.02 89.82 85.90 89.42 88.12 87.54 89.10 89.09 88.28 86.78 88.77 87.98 88.03 87.99
414 372 72 0.10 32 0.00001 36 1.000000e-08 0.000000e+00 87.38 86.34 87.70 89.77 87.42 86.08 85.89 86.95 90.50 84.10 88.95 87.67 89.05 88.23 86.50 88.81 86.23 87.27 87.25 88.37 88.36 85.78 88.66 88.34 88.38 87.38
415 372 72 0.10 32 0.00001 36 1.000000e-08 1.000000e-08 89.34 90.39 89.82 89.02 88.24 88.50 88.54 89.38 88.41 85.68 89.89 87.99 90.73 89.23 88.04 88.50 86.94 88.94 88.33 88.28 88.76 88.57 90.67 89.66 89.11 86.24
444 372 72 0.10 48 0.00001 36 0.000000e+00 0.000000e+00 88.91 88.12 89.51 87.91 89.37 87.95 88.53 86.46 89.90 85.90 87.83 89.06 89.07 87.81 87.13 86.62 88.23 88.44 89.58 87.50 86.93 86.56 87.12 87.95 90.04 87.52
445 372 72 0.10 48 0.00001 36 0.000000e+00 1.000000e-08 87.24 88.55 90.49 89.03 88.91 88.68 88.75 88.36 91.20 90.06 88.26 87.74 89.39 89.42 86.36 88.65 88.44 89.01 88.65 90.42 88.06 87.67 87.90 87.68 87.92 87.04
446 372 72 0.10 48 0.00001 36 1.000000e-08 0.000000e+00 89.95 88.58 91.12 89.88 88.37 87.44 88.94 89.73 89.71 90.35 87.98 87.97 89.52 90.81 90.40 91.62 91.04 89.52 87.29 88.89 88.70 87.95 89.11 87.96 90.26 87.99
447 372 72 0.10 48 0.00001 36 1.000000e-08 1.000000e-08 89.80 91.01 88.52 86.56 88.90 86.77 88.35 89.36 89.36 89.43 91.70 89.26 89.85 90.65 87.85 89.35 89.02 90.11 90.14 87.86 89.61 89.88 86.60 89.77 87.77 88.61
476 372 72 0.10 64 0.00001 36 0.000000e+00 0.000000e+00 88.57 85.97 86.77 87.66 86.23 85.91 86.76 86.11 90.29 88.03 87.56 87.22 90.76 87.74 86.47 88.48 90.08 88.30 90.82 86.63 87.31 85.85 88.29 85.77 86.64 83.42
477 372 72 0.10 64 0.00001 36 0.000000e+00 1.000000e-08 89.09 87.31 88.52 89.06 90.27 86.56 91.02 89.80 90.17 91.10 89.72 88.92 89.94 90.35 87.61 88.92 89.16 88.41 90.34 90.14 88.77 87.39 89.74 89.71 88.52 90.16
478 372 72 0.10 64 0.00001 36 1.000000e-08 0.000000e+00 88.19 86.02 89.48 86.71 89.37 89.72 90.20 88.06 90.54 90.12 89.09 86.69 91.33 90.59 87.81 90.37 90.09 90.03 90.20 88.71 87.93 89.55 90.25 90.15 90.13 88.21
479 372 72 0.10 64 0.00001 36 1.000000e-08 1.000000e-08 88.10 89.47 91.28 89.06 89.46 89.47 88.71 89.48 89.66 89.38 87.87 88.87 90.96 90.17 88.79 88.27 90.58 88.73 89.48 91.98 88.52 89.71 89.57 88.98 90.73 89.95
508 372 72 0.10 32 0.00001 48 0.000000e+00 0.000000e+00 89.59 89.78 87.71 88.29 89.00 85.61 87.18 89.01 89.00 87.18 89.66 87.65 88.29 87.69 87.66 88.31 88.70 90.58 88.41 87.68 87.80 86.53 87.72 87.85 87.08 85.72
509 372 72 0.10 32 0.00001 48 0.000000e+00 1.000000e-08 87.87 88.60 89.89 87.33 89.22 90.32 86.81 89.69 89.66 88.66 89.95 88.62 89.45 88.10 88.71 88.84 87.37 85.33 88.97 88.03 86.84 86.86 89.23 88.46 88.22 87.11
510 372 72 0.10 32 0.00001 48 1.000000e-08 0.000000e+00 87.63 86.93 89.82 87.66 87.98 88.67 88.24 91.16 87.67 89.90 89.08 89.28 89.15 88.95 87.45 90.82 87.02 89.39 89.00 89.36 89.52 87.83 87.85 89.47 89.20 89.51
511 372 72 0.10 32 0.00001 48 1.000000e-08 1.000000e-08 89.40 89.12 90.76 86.17 87.00 86.67 89.22 86.66 90.22 90.77 89.71 89.32 90.31 87.45 88.31 87.95 88.67 86.53 88.55 91.03 89.27 88.98 90.02 88.21 88.64 86.33
540 372 72 0.10 48 0.00001 48 0.000000e+00 0.000000e+00 87.55 88.09 87.32 87.41 89.27 90.18 89.82 90.29 90.68 88.79 89.52 89.67 91.00 89.31 88.31 89.54 88.24 90.99 90.12 90.14 86.80 88.36 89.04 86.70 86.71 85.76
541 372 72 0.10 48 0.00001 48 0.000000e+00 1.000000e-08 89.36 91.06 88.48 87.16 90.79 87.34 89.45 88.41 88.93 89.26 91.04 89.27 89.71 88.03 87.59 88.55 89.49 88.14 87.58 90.22 87.55 87.98 88.52 88.87 89.77 88.02
542 372 72 0.10 48 0.00001 48 1.000000e-08 0.000000e+00 88.66 85.82 88.96 89.81 90.73 88.85 90.46 90.00 89.05 87.89 87.11 88.74 91.72 91.21 88.41 88.80 88.55 90.45 89.26 89.03 90.89 89.73 89.90 89.00 90.06 88.34
543 372 72 0.10 48 0.00001 48 1.000000e-08 1.000000e-08 88.99 89.70 87.42 88.32 87.34 88.85 88.84 91.43 88.52 88.80 89.82 87.76 90.69 89.05 89.52 89.54 90.69 90.25 89.96 89.25 90.37 87.41 88.85 88.38 89.26 89.34
572 372 72 0.10 64 0.00001 48 0.000000e+00 0.000000e+00 90.61 87.14 91.51 87.24 89.17 87.83 89.84 89.07 90.80 90.91 90.39 89.31 88.12 88.91 88.51 91.32 90.76 88.88 89.34 89.40 88.73 86.86 90.37 86.95 89.08 85.82
573 372 72 0.10 64 0.00001 48 0.000000e+00 1.000000e-08 88.96 87.50 86.09 89.49 88.79 89.14 89.47 87.70 89.04 86.36 90.18 90.35 91.14 89.33 87.08 86.80 90.77 86.78 90.40 88.70 88.56 89.24 90.19 88.62 88.77 90.35
574 372 72 0.10 64 0.00001 48 1.000000e-08 0.000000e+00 88.12 88.77 89.23 89.40 89.10 87.79 87.66 88.36 90.68 90.62 90.68 87.92 90.43 90.36 86.97 91.65 90.46 87.83 89.39 88.20 89.39 87.89 91.55 86.64 89.32 87.03
575 372 72 0.10 64 0.00001 48 1.000000e-08 1.000000e-08 87.82 90.30 90.40 88.25 88.57 87.45 88.30 90.33 88.27 88.56 89.70 89.44 90.47 91.70 87.68 91.52 88.54 88.28 90.67 90.28 88.04 88.76 89.69 89.12 88.70 88.09
604 372 72 0.01 32 0.00100 24 0.000000e+00 0.000000e+00 88.83 87.27 88.74 86.63 88.73 87.63 89.30 87.13 86.27 88.60 87.02 88.51 87.54 88.76 86.37 89.74 89.98 90.27 90.12 88.41 88.45 88.93 87.84 85.30 88.19 86.74
605 372 72 0.01 32 0.00100 24 0.000000e+00 1.000000e-08 87.73 87.34 89.18 89.37 89.97 87.00 89.86 88.47 88.71 88.10 87.48 86.60 86.47 88.04 87.66 89.64 89.55 89.56 90.04 88.85 89.56 87.04 90.56 88.23 88.40 85.76
606 372 72 0.01 32 0.00100 24 1.000000e-08 0.000000e+00 88.56 86.49 89.68 89.29 89.59 85.82 88.44 87.26 88.99 87.85 90.80 86.96 88.61 88.92 87.53 89.08 89.33 91.73 89.06 89.68 90.59 89.26 89.06 88.06 89.26 87.70
607 372 72 0.01 32 0.00100 24 1.000000e-08 1.000000e-08 89.43 88.99 88.46 87.97 89.05 89.54 89.63 88.19 88.63 88.24 89.96 86.48 88.57 88.94 87.40 88.80 86.97 88.39 89.69 88.51 85.97 86.03 88.11 89.89 88.05 87.19
636 372 72 0.01 48 0.00100 24 0.000000e+00 0.000000e+00 89.14 88.52 89.36 87.83 90.02 89.31 87.22 90.11 90.04 90.29 87.80 90.20 90.00 89.21 86.14 90.04 88.02 88.44 91.28 90.04 88.98 87.61 88.83 89.32 90.38 89.21
637 372 72 0.01 48 0.00100 24 0.000000e+00 1.000000e-08 88.47 88.44 89.62 87.79 89.86 89.77 88.54 87.12 88.75 89.95 88.76 88.22 90.35 90.38 85.62 89.47 89.64 89.79 90.09 88.66 87.79 87.26 90.60 89.85 89.94 88.58
638 372 72 0.01 48 0.00100 24 1.000000e-08 0.000000e+00 88.55 89.17 90.04 87.77 90.54 89.10 89.95 88.06 90.25 88.74 88.49 86.47 88.49 90.58 88.34 87.53 90.52 87.92 90.27 88.52 88.53 86.41 90.85 88.79 87.79 90.15
639 372 72 0.01 48 0.00100 24 1.000000e-08 1.000000e-08 88.60 89.73 90.25 88.20 88.88 89.25 89.69 88.00 87.80 88.61 90.70 88.56 86.16 89.43 87.85 89.24 90.03 89.67 89.12 89.32 90.24 87.59 89.45 86.25 88.76 87.96
668 372 72 0.01 64 0.00100 24 0.000000e+00 0.000000e+00 88.38 86.57 90.30 89.13 89.48 88.17 89.85 89.44 88.73 89.80 89.28 89.69 90.24 90.97 87.17 90.73 92.18 90.27 90.91 89.26 87.29 87.92 88.78 86.69 88.70 91.10
669 372 72 0.01 64 0.00100 24 0.000000e+00 1.000000e-08 88.49 87.73 90.41 87.78 87.85 90.12 88.52 88.24 87.17 88.21 89.77 90.35 87.69 89.86 88.71 88.42 90.63 90.00 90.93 88.01 89.98 86.59 89.58 88.32 88.27 88.44
670 372 72 0.01 64 0.00100 24 1.000000e-08 0.000000e+00 88.50 87.67 90.73 88.46 89.50 88.56 88.00 89.26 90.23 88.48 88.37 88.75 90.28 88.19 86.44 89.54 88.62 89.94 91.30 88.29 89.49 86.58 91.38 88.97 88.46 89.65
671 372 72 0.01 64 0.00100 24 1.000000e-08 1.000000e-08 89.42 86.31 88.78 89.55 89.24 90.40 88.05 89.34 90.58 89.23 87.47 89.84 87.79 90.73 87.79 88.82 89.21 87.31 90.15 88.40 90.30 87.55 90.97 86.89 87.76 88.33
700 372 72 0.01 32 0.00100 36 0.000000e+00 0.000000e+00 85.61 88.28 88.91 87.81 88.39 86.88 87.78 88.86 88.11 88.57 87.31 87.06 84.45 87.65 88.63 87.43 88.80 86.11 90.46 87.66 88.49 87.12 89.90 86.08 86.66 86.47
701 372 72 0.01 32 0.00100 36 0.000000e+00 1.000000e-08 91.07 88.52 87.49 87.79 89.86 88.55 89.83 88.76 88.98 89.28 90.35 88.21 88.71 89.54 88.83 88.31 89.39 90.03 87.11 90.26 89.49 86.42 88.74 88.09 89.62 86.16
702 372 72 0.01 32 0.00100 36 1.000000e-08 0.000000e+00 86.84 86.95 88.72 87.23 86.62 89.21 88.90 87.93 89.41 89.94 88.82 88.20 87.96 89.26 89.20 88.82 89.90 91.60 88.04 89.27 88.55 87.74 91.50 87.64 88.47 88.11
703 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.02 86.10 90.15 87.03 87.89 87.59 89.56 88.21 89.68 86.93 89.13 87.83 88.89 88.65 87.96 89.61 89.45 89.48 89.20 86.74 88.88 87.20 88.29 84.00 87.47 85.93
732 372 72 0.01 48 0.00100 36 0.000000e+00 0.000000e+00 88.23 87.20 89.37 87.93 88.25 87.33 87.62 87.53 89.28 88.35 88.93 87.35 87.32 90.50 87.05 90.38 89.88 89.01 88.79 88.92 89.06 86.56 87.15 89.06 86.18 87.88
733 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.34 88.00 87.23 86.88 88.71 88.61 89.44 87.89 88.27 89.58 90.30 88.91 89.19 89.07 87.68 90.09 88.87 89.11 91.10 88.89 87.97 88.77 91.20 89.07 89.11 87.51
734 372 72 0.01 48 0.00100 36 1.000000e-08 0.000000e+00 88.32 87.11 89.97 88.39 89.96 88.57 87.28 89.31 90.87 89.59 91.27 88.49 87.57 90.46 88.87 89.89 88.63 89.88 89.85 88.55 88.77 87.34 91.43 88.34 87.74 89.18
735 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.62 88.52 89.81 88.13 87.03 88.64 87.97 89.11 89.98 89.33 91.38 89.25 88.99 89.56 89.77 89.24 89.66 91.05 90.83 86.93 89.42 88.36 91.31 88.11 87.59 89.14
764 372 72 0.01 64 0.00100 36 0.000000e+00 0.000000e+00 89.47 88.04 89.05 87.29 87.07 88.28 87.14 88.61 90.96 89.19 89.68 89.21 90.49 89.23 89.34 89.61 90.45 90.47 89.40 89.65 89.33 87.14 89.91 89.68 88.24 89.45
765 372 72 0.01 64 0.00100 36 0.000000e+00 1.000000e-08 89.14 90.86 90.69 88.88 89.27 88.35 88.31 87.38 90.16 89.70 90.70 88.71 89.32 90.20 87.19 88.83 90.63 90.57 90.08 88.68 89.60 89.99 91.39 89.25 90.14 90.29
766 372 72 0.01 64 0.00100 36 1.000000e-08 0.000000e+00 90.53 88.74 88.68 88.88 89.26 89.59 88.87 88.47 89.44 91.04 89.35 88.80 89.51 87.34 89.21 87.38 88.17 90.06 90.79 90.16 88.58 88.55 90.82 87.51 88.17 87.75
767 372 72 0.01 64 0.00100 36 1.000000e-08 1.000000e-08 90.68 88.26 89.76 88.55 90.46 88.23 88.87 87.94 88.20 88.68 91.59 89.80 90.30 89.22 87.58 88.90 89.12 90.61 91.07 88.49 87.04 86.82 89.89 87.28 89.92 88.70
796 372 72 0.01 32 0.00100 48 0.000000e+00 0.000000e+00 88.53 87.66 88.96 86.37 87.94 87.88 89.49 89.05 88.85 90.07 88.73 88.61 88.84 88.74 86.76 89.42 88.27 84.55 90.16 89.68 88.17 88.08 89.97 88.38 87.05 84.44
797 372 72 0.01 32 0.00100 48 0.000000e+00 1.000000e-08 88.33 89.19 88.83 85.97 88.63 86.00 88.33 87.79 88.99 87.19 85.65 87.11 87.08 89.37 89.43 89.40 89.34 89.67 89.45 88.50 88.81 88.86 91.47 89.22 86.68 84.46
798 372 72 0.01 32 0.00100 48 1.000000e-08 0.000000e+00 88.03 88.15 88.54 87.27 88.33 88.92 89.00 88.59 89.69 87.21 89.97 88.43 89.99 91.07 89.81 88.75 88.55 88.26 88.95 88.75 88.61 87.23 88.15 87.78 88.95 86.90
799 372 72 0.01 32 0.00100 48 1.000000e-08 1.000000e-08 87.25 88.13 87.45 85.30 87.27 89.24 86.87 86.27 86.57 87.43 87.94 84.75 87.77 87.98 86.65 90.15 84.50 87.68 86.48 87.21 87.12 85.98 90.71 87.39 87.84 86.46
828 372 72 0.01 48 0.00100 48 0.000000e+00 0.000000e+00 88.45 87.91 89.19 89.05 89.67 90.71 89.03 89.43 88.62 88.43 90.56 88.27 87.02 90.99 89.46 89.30 89.20 89.59 87.82 90.02 89.14 88.53 90.22 88.96 88.70 88.13
829 372 72 0.01 48 0.00100 48 0.000000e+00 1.000000e-08 88.45 89.07 89.66 89.20 87.86 89.12 89.11 87.24 88.85 88.54 90.66 88.23 86.87 89.63 87.99 88.16 89.62 89.02 90.19 89.61 89.23 87.09 90.82 87.63 89.34 89.12
830 372 72 0.01 48 0.00100 48 1.000000e-08 0.000000e+00 89.11 88.51 91.02 88.05 87.38 90.35 89.11 88.66 89.08 87.73 90.22 88.46 89.56 84.24 87.50 88.15 90.21 89.22 89.39 89.57 86.48 88.17 88.11 89.86 90.33 89.57
831 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 90.25 87.81 90.27 87.24 90.44 88.33 88.56 88.65 89.19 90.44 89.40 88.19 90.48 90.66 88.43 90.25 89.41 90.14 90.31 88.68 89.85 87.86 87.75 88.89 88.66 89.14
860 372 72 0.01 64 0.00100 48 0.000000e+00 0.000000e+00 89.35 89.70 89.83 88.04 88.53 89.56 91.47 89.05 88.02 89.96 89.18 87.93 89.75 90.22 87.86 90.48 89.36 89.05 89.68 89.97 88.29 88.16 90.85 90.07 88.61 90.24
861 372 72 0.01 64 0.00100 48 0.000000e+00 1.000000e-08 89.84 88.51 89.53 88.66 88.44 88.88 88.69 88.22 90.56 90.05 90.66 90.45 90.39 89.02 88.81 90.77 90.13 89.17 89.72 89.94 90.42 88.34 91.46 89.76 88.05 89.80
862 372 72 0.01 64 0.00100 48 1.000000e-08 0.000000e+00 88.69 88.34 89.40 88.84 89.12 88.17 89.22 87.92 88.95 89.36 89.36 87.68 88.56 88.52 88.80 88.45 91.15 90.61 90.47 89.56 89.38 88.17 89.49 87.12 90.15 87.85
863 372 72 0.01 64 0.00100 48 1.000000e-08 1.000000e-08 87.83 87.09 89.85 88.23 89.27 87.51 89.97 91.66 90.27 90.06 87.11 89.19 90.94 89.06 89.14 89.28 90.20 90.60 90.92 88.78 88.96 91.08 91.44 88.57 89.04 88.66
892 372 72 0.01 32 0.00001 24 0.000000e+00 0.000000e+00 87.37 86.86 85.97 88.18 88.04 86.97 88.20 87.92 88.11 87.60 90.29 87.08 89.14 88.52 87.57 89.37 88.96 90.01 90.21 89.67 90.23 86.41 87.55 89.00 89.28 87.77
893 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.85 88.93 86.26 85.93 88.22 88.05 87.78 87.38 88.86 88.46 88.93 90.06 87.12 89.97 89.39 90.23 91.88 92.02 88.75 88.52 91.54 87.97 88.36 87.52 88.34 87.96
894 372 72 0.01 32 0.00001 24 1.000000e-08 0.000000e+00 87.72 87.96 88.99 88.54 89.06 87.76 87.80 89.64 89.44 88.89 90.65 87.58 88.93 90.35 88.17 89.24 88.90 88.31 88.77 88.08 89.95 87.18 88.80 88.29 88.71 86.83
895 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.07 87.24 88.40 87.84 88.68 87.80 88.99 89.88 88.05 88.90 87.04 88.33 89.39 90.04 87.21 89.65 89.94 91.25 89.49 88.61 89.57 88.68 89.55 89.03 90.56 87.62
924 372 72 0.01 48 0.00001 24 0.000000e+00 0.000000e+00 87.77 88.59 91.10 88.33 88.41 89.09 89.31 89.18 88.68 89.04 89.03 88.57 88.46 88.41 87.89 88.98 88.43 88.80 90.87 89.24 89.39 88.72 91.47 88.64 90.36 88.40
925 372 72 0.01 48 0.00001 24 0.000000e+00 1.000000e-08 88.59 88.05 91.17 87.49 88.11 88.51 89.53 89.71 87.96 89.03 89.50 88.75 89.44 88.99 88.51 89.83 88.26 90.39 89.79 90.82 89.34 87.28 89.49 87.90 89.44 87.91
926 372 72 0.01 48 0.00001 24 1.000000e-08 0.000000e+00 89.57 88.56 89.06 87.48 87.50 87.83 86.98 87.54 91.37 91.02 89.21 89.24 89.27 89.18 87.38 89.78 90.02 89.76 89.36 88.54 89.29 86.64 90.85 87.82 87.90 87.78
927 372 72 0.01 48 0.00001 24 1.000000e-08 1.000000e-08 87.97 86.86 90.04 88.16 88.08 88.94 88.37 88.47 88.56 85.63 89.82 87.61 91.21 90.03 86.89 89.72 89.45 89.10 90.68 88.14 88.57 87.35 90.90 86.54 90.70 88.67
956 372 72 0.01 64 0.00001 24 0.000000e+00 0.000000e+00 89.01 90.88 90.45 86.97 89.84 89.51 88.06 89.55 89.50 88.50 87.46 87.27 89.09 89.32 90.07 90.18 88.64 90.85 89.57 89.62 90.35 88.05 90.35 88.88 90.55 89.73
957 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.07 89.50 91.41 89.63 90.06 90.10 90.42 89.96 89.72 89.57 91.54 89.86 89.39 89.55 87.71 89.21 87.98 90.15 90.95 89.22 89.76 88.50 90.91 88.14 90.24 89.09
958 372 72 0.01 64 0.00001 24 1.000000e-08 0.000000e+00 90.09 89.94 90.02 89.51 89.81 89.08 89.61 87.02 90.12 90.16 90.89 88.57 90.19 90.23 87.56 90.47 89.88 89.27 90.16 89.11 89.33 88.94 90.34 87.91 86.47 89.81
959 372 72 0.01 64 0.00001 24 1.000000e-08 1.000000e-08 88.27 90.01 90.84 88.78 88.87 89.28 88.01 87.42 90.25 90.65 89.05 87.48 89.36 89.51 89.84 90.91 89.62 90.70 90.08 88.39 91.05 87.96 89.62 88.47 89.13 89.09
988 372 72 0.01 32 0.00001 36 0.000000e+00 0.000000e+00 87.19 89.64 87.66 88.40 86.64 89.15 90.16 87.44 89.34 89.06 90.91 87.78 87.90 89.65 88.46 88.50 90.24 88.27 90.25 89.18 86.46 88.79 87.84 89.12 88.23 85.59
989 372 72 0.01 32 0.00001 36 0.000000e+00 1.000000e-08 88.75 88.08 89.42 88.57 87.56 90.97 89.28 88.41 88.32 87.70 89.76 87.37 87.58 88.11 87.61 88.93 88.31 87.93 89.00 88.90 87.71 86.35 88.00 87.44 87.47 87.91
990 372 72 0.01 32 0.00001 36 1.000000e-08 0.000000e+00 87.07 87.14 88.54 89.05 87.76 87.57 88.56 88.82 86.97 89.36 88.28 89.38 88.17 89.44 88.37 86.37 90.98 89.24 87.01 88.05 86.58 89.31 90.94 88.50 87.54 86.97
991 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.38 87.21 88.64 88.70 88.91 83.62 88.86 88.86 88.28 86.06 89.74 87.84 87.45 87.69 88.24 90.60 89.72 90.41 90.42 87.91 89.27 87.30 90.76 88.58 90.13 88.04
1020 372 72 0.01 48 0.00001 36 0.000000e+00 0.000000e+00 88.92 91.31 89.59 88.20 88.85 89.14 88.29 88.31 88.77 88.83 89.23 87.31 88.44 90.93 88.46 88.63 89.25 88.63 88.25 88.77 88.07 87.26 89.42 88.35 89.97 87.79
1021 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.79 89.86 88.83 88.06 90.15 89.99 89.47 89.29 91.12 91.51 90.43 87.72 88.73 85.94 87.92 89.93 90.30 89.84 90.30 90.76 89.40 89.21 89.12 89.71 90.14 88.90
1022 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.55 87.31 89.86 88.01 88.42 87.02 90.22 87.38 88.49 90.61 90.47 87.11 89.98 88.65 86.93 90.22 89.13 88.84 90.11 90.86 90.06 88.72 90.05 89.02 87.23 87.21
1023 372 72 0.01 48 0.00001 36 1.000000e-08 1.000000e-08 86.95 87.74 90.66 90.17 90.06 89.19 89.09 89.64 89.92 89.21 89.53 87.58 88.82 90.58 88.09 88.20 89.79 90.19 91.63 89.35 90.14 87.27 90.21 89.02 88.15 89.07
1052 372 72 0.01 64 0.00001 36 0.000000e+00 0.000000e+00 88.28 87.61 88.66 88.22 88.97 88.66 90.38 89.42 90.01 87.78 91.10 88.50 88.15 89.87 87.18 90.08 90.12 89.94 90.27 88.94 91.77 88.71 90.25 88.49 88.04 88.98
1053 372 72 0.01 64 0.00001 36 0.000000e+00 1.000000e-08 88.09 88.54 89.25 89.64 90.40 88.94 89.17 90.13 89.55 89.90 90.57 88.27 89.51 89.93 88.25 90.53 90.70 89.78 90.99 90.00 89.24 88.59 90.71 89.43 88.75 87.45
1054 372 72 0.01 64 0.00001 36 1.000000e-08 0.000000e+00 89.65 85.91 87.96 89.00 86.98 88.88 89.28 88.95 86.99 89.90 89.03 87.02 87.32 89.94 89.18 90.49 88.75 88.88 89.16 87.31 90.10 89.70 90.73 88.72 89.57 86.42
1055 372 72 0.01 64 0.00001 36 1.000000e-08 1.000000e-08 89.27 89.08 91.48 88.17 89.80 88.65 88.97 89.49 90.11 89.42 91.48 89.10 88.39 90.92 87.33 89.29 89.51 88.24 90.64 88.68 88.64 90.11 91.15 89.02 89.47 87.93
1084 372 72 0.01 32 0.00001 48 0.000000e+00 0.000000e+00 85.35 87.69 88.54 87.92 88.29 87.97 88.52 86.62 90.29 88.33 88.10 86.99 88.74 89.58 87.88 89.32 88.06 90.14 89.74 89.34 88.91 89.68 89.61 86.80 89.46 87.54
1085 372 72 0.01 32 0.00001 48 0.000000e+00 1.000000e-08 87.68 89.52 89.40 88.26 88.60 87.99 88.88 87.08 88.84 88.45 89.12 89.85 90.34 90.64 88.43 90.07 89.43 89.42 89.21 89.00 90.07 89.32 90.33 89.43 89.04 88.40
1086 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.31 88.89 89.29 86.80 88.20 89.77 88.81 87.96 89.46 87.41 87.67 88.70 90.41 89.72 88.57 89.23 89.04 90.09 90.40 88.38 89.30 88.95 90.68 88.30 89.13 85.46
1087 372 72 0.01 32 0.00001 48 1.000000e-08 1.000000e-08 89.26 89.39 87.43 87.36 88.19 85.58 88.94 87.59 88.33 88.84 88.92 88.51 89.94 88.55 87.39 87.99 90.59 89.70 88.60 88.36 89.69 87.38 90.38 88.54 88.91 86.35
1116 372 72 0.01 48 0.00001 48 0.000000e+00 0.000000e+00 87.94 88.72 88.39 86.85 88.60 86.58 89.25 88.57 89.41 88.18 90.51 89.47 88.58 90.56 87.64 89.74 89.99 89.34 92.05 88.13 86.71 87.97 88.59 89.37 88.15 87.08
1117 372 72 0.01 48 0.00001 48 0.000000e+00 1.000000e-08 89.69 88.65 90.04 88.00 89.79 88.83 90.77 88.98 89.61 89.01 90.03 87.80 87.22 88.20 88.64 89.69 90.55 90.84 89.60 88.60 88.94 89.43 91.12 88.28 88.96 85.10
1118 372 72 0.01 48 0.00001 48 1.000000e-08 0.000000e+00 88.65 87.84 90.97 88.54 90.20 87.51 87.71 88.02 88.20 89.72 89.03 89.76 89.24 89.91 88.30 89.16 90.11 91.10 90.27 89.57 88.54 88.53 91.93 88.86 89.20 85.16
1119 372 72 0.01 48 0.00001 48 1.000000e-08 1.000000e-08 88.89 88.86 89.92 86.51 88.58 89.09 89.35 87.79 90.86 88.53 88.66 88.77 88.69 90.96 88.05 88.92 90.51 91.13 89.69 89.25 89.17 87.54 91.41 88.73 89.07 89.78
1148 372 72 0.01 64 0.00001 48 0.000000e+00 0.000000e+00 90.09 89.17 87.99 88.73 90.40 90.67 88.63 87.83 88.34 90.25 89.62 89.12 88.77 89.94 89.32 88.75 89.48 89.19 88.99 89.34 90.67 88.86 88.29 85.42 90.07 88.27
1149 372 72 0.01 64 0.00001 48 0.000000e+00 1.000000e-08 87.85 89.30 90.58 88.36 87.61 89.79 90.28 89.03 89.24 90.63 88.87 90.35 88.47 90.76 86.90 91.75 90.71 88.94 89.49 89.38 89.31 88.25 89.83 89.75 89.42 89.16
1150 372 72 0.01 64 0.00001 48 1.000000e-08 0.000000e+00 87.08 87.68 88.20 88.43 88.73 88.89 89.83 87.73 90.37 90.90 89.09 88.09 89.03 88.39 88.28 89.71 90.36 89.43 90.08 91.25 85.78 88.60 91.61 88.82 89.01 88.52
1151 372 72 0.01 64 0.00001 48 1.000000e-08 1.000000e-08 88.64 89.77 91.02 87.23 88.55 88.59 89.31 89.30 88.86 89.45 85.54 86.96 89.64 90.19 88.04 88.75 91.17 88.85 89.61 89.73 88.82 88.06 91.56 89.41 88.49 87.94


The global mean maximum row:

mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26 average_map
893 86.46 88.59 87.64 86.27 87.17 89.32 85.74 88.69 86.07 88.61 88.29 88.11 89.56 89.36 88.25 88.73 88.74 88.08 88.88 87.95 86.92 86.33 88.92 88.26 86.87 87.35 87.890769
991 87.51 87.18 87.32 87.86 89.02 87.05 87.37 87.41 87.89 86.50 88.46 89.01 88.69 88.13 86.68 89.45 86.85 87.32 89.51 88.80 86.93 87.73 88.37 88.15 87.60 88.13 87.881538
895 86.46 87.27 87.10 88.80 87.98 87.51 88.42 88.37 88.57 87.11 88.02 88.56 88.17 89.03 85.79 88.61 86.85 88.29 88.33 88.65 87.49 86.23 88.22 85.72 88.25 87.79 87.753462
1021 87.84 87.35 87.18 86.56 86.81 86.81 88.07 87.60 88.55 86.33 88.68 88.01 89.33 88.32 87.79 87.38 89.35 89.73 88.88 88.03 85.89 87.10 86.57 86.78 88.11 87.20 87.701923
703 88.98 87.06 87.61 85.99 86.39 88.45 88.16 86.41 87.60 87.61 88.79 87.56 90.29 87.96 87.36 88.50 89.07 89.76 88.02 87.95 86.44 87.05 86.59 84.38 86.12 85.61 87.527308
957 88.00 87.11 86.93 88.25 86.91 88.84 87.15 88.05 88.09 88.17 88.82 88.03 87.51 87.96 87.27 87.24 85.36 87.52 88.96 88.16 88.26 86.74 88.24 83.99 85.98 87.87 87.515769
735 87.26 87.80 87.56 86.49 85.61 86.42 87.30 87.89 88.26 87.85 88.64 87.82 87.42 87.18 88.42 87.73 88.59 87.20 88.84 87.76 87.77 86.55 88.80 85.78 86.26 87.60 87.492308
1087 87.26 87.12 86.74 87.52 88.10 87.52 87.88 87.26 86.61 87.20 88.62 88.26 88.54 87.28 86.07 87.77 87.20 87.63 87.15 89.21 86.74 86.42 88.55 86.57 88.53 85.86 87.446538
1022 86.05 86.73 86.25 87.38 86.98 87.30 87.44 88.52 87.75 88.72 88.85 88.26 88.25 87.13 85.67 89.10 86.55 88.31 87.95 90.40 86.55 87.02 86.85 86.76 85.47 86.81 87.425000
828 86.49 85.53 86.28 87.92 86.96 88.25 88.61 88.28 88.50 87.47 88.44 87.96 86.99 88.25 87.77 87.80 86.90 87.97 87.59 87.61 86.44 87.13 87.93 86.22 86.85 86.70 87.416923

Model performance on validation data (Mann-Whitney U Test)

Statistical Significance:

Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.

Code 
pvalues_mw = []
pvalues_real_mw = []

for _,index in enumerate(dt_valid_sub.index):

  _, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
  pvalues_real_mw.append(p_value_mw)
  pvalues_mw.append((p_value_mw >= 0.05)*1)
  

dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw

dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')


max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()

#print(sum(pvalues),max_indexx)
input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_valid_abs_values mAP_valid_abs_values_2 mAP_valid_abs_values_3 mAP_valid_abs_values_4 mAP_valid_abs_values_5 mAP_valid_abs_values_6 mAP_valid_abs_values_7 mAP_valid_abs_values_8 mAP_valid_abs_values_9 mAP_valid_abs_values_10 mAP_valid_abs_values_11 mAP_valid_abs_values_12 mAP_valid_abs_values_13 mAP_valid_abs_values_14 mAP_valid_abs_values_15 mAP_valid_abs_values_16 mAP_valid_abs_values_17 mAP_valid_abs_values_18 mAP_valid_abs_values_19 mAP_valid_abs_values_20 mAP_valid_abs_values_21 mAP_valid_abs_values_22 mAP_valid_abs_values_23 mAP_valid_abs_values_24 mAP_valid_abs_values_25 mAP_valid_abs_values_26
893 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.46 88.59 87.64 86.27 87.17 89.32 85.74 88.69 86.07 88.61 88.29 88.11 89.56 89.36 88.25 88.73 88.74 88.08 88.88 87.95 86.92 86.33 88.92 88.26 86.87 87.35
895 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 86.46 87.27 87.10 88.80 87.98 87.51 88.42 88.37 88.57 87.11 88.02 88.56 88.17 89.03 85.79 88.61 86.85 88.29 88.33 88.65 87.49 86.23 88.22 85.72 88.25 87.79
991 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.51 87.18 87.32 87.86 89.02 87.05 87.37 87.41 87.89 86.50 88.46 89.01 88.69 88.13 86.68 89.45 86.85 87.32 89.51 88.80 86.93 87.73 88.37 88.15 87.60 88.13
1086 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.40 88.19 86.45 88.22 87.60 87.34 87.88 88.02 88.38 88.58 86.93 89.36 90.23 87.49 87.11 87.37 85.85 87.57 88.66 87.21 86.87 85.15 87.58 84.64 86.78 85.76
703 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.98 87.06 87.61 85.99 86.39 88.45 88.16 86.41 87.60 87.61 88.79 87.56 90.29 87.96 87.36 88.50 89.07 89.76 88.02 87.95 86.44 87.05 86.59 84.38 86.12 85.61
1021 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 87.84 87.35 87.18 86.56 86.81 86.81 88.07 87.60 88.55 86.33 88.68 88.01 89.33 88.32 87.79 87.38 89.35 89.73 88.88 88.03 85.89 87.10 86.57 86.78 88.11 87.20
1022 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 86.05 86.73 86.25 87.38 86.98 87.30 87.44 88.52 87.75 88.72 88.85 88.26 88.25 87.13 85.67 89.10 86.55 88.31 87.95 90.40 86.55 87.02 86.85 86.76 85.47 86.81
733 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 86.74 86.62 85.01 88.61 86.97 87.31 87.73 87.44 88.57 86.91 88.22 89.46 88.22 86.34 88.10 88.63 85.96 87.75 88.63 86.17 85.57 86.44 89.09 86.82 87.85 87.26
735 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 87.26 87.80 87.56 86.49 85.61 86.42 87.30 87.89 88.26 87.85 88.64 87.82 87.42 87.18 88.42 87.73 88.59 87.20 88.84 87.76 87.77 86.55 88.80 85.78 86.26 87.60
831 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 89.05 87.51 85.89 86.31 87.68 87.36 87.06 87.09 88.17 88.04 87.73 88.75 89.68 87.42 86.48 89.08 87.39 87.46 87.80 89.32 86.72 86.44 85.76 85.42 85.20 85.10
957 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 88.00 87.11 86.93 88.25 86.91 88.84 87.15 88.05 88.09 88.17 88.82 88.03 87.51 87.96 87.27 87.24 85.36 87.52 88.96 88.16 88.26 86.74 88.24 83.99 85.98 87.87 
Size of the All data:  (144, 29)
Size of the Sig data:  (11, 34)
Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)

#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]

Equivalent test data

input_size output_size learning_rate batch_size alpha margin l1_reg l2_reg mAP_test_abs_values mAP_test_abs_values_2 mAP_test_abs_values_3 mAP_test_abs_values_4 mAP_test_abs_values_5 mAP_test_abs_values_6 mAP_test_abs_values_7 mAP_test_abs_values_8 mAP_test_abs_values_9 mAP_test_abs_values_10 mAP_test_abs_values_11 mAP_test_abs_values_12 mAP_test_abs_values_13 mAP_test_abs_values_14 mAP_test_abs_values_15 mAP_test_abs_values_16 mAP_test_abs_values_17 mAP_test_abs_values_18 mAP_test_abs_values_19 mAP_test_abs_values_20 mAP_test_abs_values_21 mAP_test_abs_values_22 mAP_test_abs_values_23 mAP_test_abs_values_24 mAP_test_abs_values_25 mAP_test_abs_values_26
0 372 72 0.01 32 0.00001 24 0.000000e+00 1.000000e-08 86.85 88.93 86.26 85.93 88.22 88.05 87.78 87.38 88.86 88.46 88.93 90.06 87.12 89.97 89.39 90.23 91.88 92.02 88.75 88.52 91.54 87.97 88.36 87.52 88.34 87.96
2 372 72 0.01 32 0.00001 24 1.000000e-08 1.000000e-08 88.07 87.24 88.40 87.84 88.68 87.80 88.99 89.88 88.05 88.90 87.04 88.33 89.39 90.04 87.21 89.65 89.94 91.25 89.49 88.61 89.57 88.68 89.55 89.03 90.56 87.62
1 372 72 0.01 32 0.00001 36 1.000000e-08 1.000000e-08 87.38 87.21 88.64 88.70 88.91 83.62 88.86 88.86 88.28 86.06 89.74 87.84 87.45 87.69 88.24 90.60 89.72 90.41 90.42 87.91 89.27 87.30 90.76 88.58 90.13 88.04
8 372 72 0.01 32 0.00001 48 1.000000e-08 0.000000e+00 87.31 88.89 89.29 86.80 88.20 89.77 88.81 87.96 89.46 87.41 87.67 88.70 90.41 89.72 88.57 89.23 89.04 90.09 90.40 88.38 89.30 88.95 90.68 88.30 89.13 85.46
4 372 72 0.01 32 0.00100 36 1.000000e-08 1.000000e-08 88.02 86.10 90.15 87.03 87.89 87.59 89.56 88.21 89.68 86.93 89.13 87.83 88.89 88.65 87.96 89.61 89.45 89.48 89.20 86.74 88.88 87.20 88.29 84.00 87.47 85.93
3 372 72 0.01 48 0.00001 36 0.000000e+00 1.000000e-08 90.79 89.86 88.83 88.06 90.15 89.99 89.47 89.29 91.12 91.51 90.43 87.72 88.73 85.94 87.92 89.93 90.30 89.84 90.30 90.76 89.40 89.21 89.12 89.71 90.14 88.90
7 372 72 0.01 48 0.00001 36 1.000000e-08 0.000000e+00 88.55 87.31 89.86 88.01 88.42 87.02 90.22 87.38 88.49 90.61 90.47 87.11 89.98 88.65 86.93 90.22 89.13 88.84 90.11 90.86 90.06 88.72 90.05 89.02 87.23 87.21
9 372 72 0.01 48 0.00100 36 0.000000e+00 1.000000e-08 88.34 88.00 87.23 86.88 88.71 88.61 89.44 87.89 88.27 89.58 90.30 88.91 89.19 89.07 87.68 90.09 88.87 89.11 91.10 88.89 87.97 88.77 91.20 89.07 89.11 87.51
6 372 72 0.01 48 0.00100 36 1.000000e-08 1.000000e-08 89.62 88.52 89.81 88.13 87.03 88.64 87.97 89.11 89.98 89.33 91.38 89.25 88.99 89.56 89.77 89.24 89.66 91.05 90.83 86.93 89.42 88.36 91.31 88.11 87.59 89.14
10 372 72 0.01 48 0.00100 48 1.000000e-08 1.000000e-08 90.25 87.81 90.27 87.24 90.44 88.33 88.56 88.65 89.19 90.44 89.40 88.19 90.48 90.66 88.43 90.25 89.41 90.14 90.31 88.68 89.85 87.86 87.75 88.89 88.66 89.14
5 372 72 0.01 64 0.00001 24 0.000000e+00 1.000000e-08 91.07 89.50 91.41 89.63 90.06 90.10 90.42 89.96 89.72 89.57 91.54 89.86 89.39 89.55 87.71 89.21 87.98 90.15 90.95 89.22 89.76 88.50 90.91 88.14 90.24 89.09 
Size of the test data:  (11, 34)

Average & Std Deviation of the Significant rows:

mean std
mAP_valid_abs_values_13 88.850000 1.024051
mAP_valid_abs_values_19 88.587273 0.514453
mAP_valid_abs_values_12 88.448182 0.630441
mAP_valid_abs_values_16 88.347273 0.783327
mAP_valid_abs_values_11 88.311818 0.581701
mAP_valid_abs_values_20 88.218182 1.100153
mAP_valid_abs_values_18 88.090000 0.897764
mAP_valid_abs_values_9 87.990909 0.718324
mAP_valid_abs_values_14 87.847273 0.869357
mAP_valid_abs_values_8 87.771818 0.671086
mAP_valid_abs_values_23 87.726364 1.124422
mAP_valid_abs_values_10 87.675455 0.853960
mAP_valid_abs_values_6 87.610000 0.885652
mAP_valid_abs_values_7 87.483636 0.726323
mAP_valid_abs_values 87.431818 0.990877
mAP_valid_abs_values_2 87.400909 0.594734
mAP_valid_abs_values_4 87.340000 1.047769
mAP_valid_abs_values_17 87.323636 1.403718
mAP_valid_abs_values_5 87.192727 0.885055
mAP_valid_abs_values_15 87.174545 0.943307
mAP_valid_abs_values_26 86.952727 1.016819
mAP_valid_abs_values_21 86.855455 0.780415
mAP_valid_abs_values_3 86.812727 0.831650
mAP_valid_abs_values_25 86.771818 1.063624
mAP_valid_abs_values_22 86.616364 0.654863
mAP_valid_abs_values_24 86.063636 1.432524


We then apply the hyperparameters to the test set and average the results.

Code 
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)

optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)

test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)
mean std
mAP_test_abs_values_18 90.216364 0.942468
mAP_test_abs_values_19 90.169091 0.740546
mAP_test_abs_values_16 89.841818 0.482780
mAP_test_abs_values_23 89.816364 1.277061
mAP_test_abs_values_11 89.639091 1.409216
mAP_test_abs_values_17 89.580000 0.978162
mAP_test_abs_values_21 89.547273 0.864883
mAP_test_abs_values_9 89.190909 0.922816
mAP_test_abs_values_3 89.104545 1.458152
mAP_test_abs_values_7 89.098182 0.832200
mAP_test_abs_values_13 89.092727 1.068018
mAP_test_abs_values_14 89.045455 1.312230
mAP_test_abs_values_10 88.981818 1.658028
mAP_test_abs_values_25 88.963636 1.207280
average_map 88.925979 0.470633
mAP_test_abs_values_5 88.791818 1.045723
mAP_test_abs_values 88.750000 1.459959
mAP_test_abs_values_20 88.681818 1.302074
mAP_test_abs_values_8 88.597273 0.913062
mAP_test_abs_values_12 88.527273 0.927126
mAP_test_abs_values_22 88.320000 0.659090
mAP_test_abs_values_24 88.215455 1.521193
mAP_test_abs_values_15 88.164545 0.854288
mAP_test_abs_values_6 88.138182 1.803856
mAP_test_abs_values_2 88.124545 1.130941
mAP_test_abs_values_26 87.818182 1.264198
mAP_test_abs_values_4 87.659091 1.020416
Code 
def extract_number(text):
    if isinstance(text, str):
        matches = re.findall(r'\d+', text)
        return int(matches[0]) if matches else 1
    return 1

res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)

res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()

res_comb['type'] = np.where(
    index_series.str.contains('valid', case=False), 'valid',
    np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")

res_comb =  res_comb.reset_index(drop=True)


res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")


res_valid_mwu_72 =  res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]

res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]


result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')


result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)

result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]

html_table = result_merged_mwu_72.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
id valid_score test_score
0 13 88.850000 89.092727
1 19 88.587273 90.169091
2 12 88.448182 88.527273
3 16 88.347273 89.841818
4 11 88.311818 89.639091
5 20 88.218182 88.681818
6 18 88.090000 90.216364
7 9 87.990909 89.190909
8 14 87.847273 89.045455
9 8 87.771818 88.597273
10 23 87.726364 89.816364
11 10 87.675455 88.981818
12 6 87.610000 88.138182
13 7 87.483636 89.098182
14 1 87.431818 88.750000
15 2 87.400909 88.124545
16 4 87.340000 87.659091
17 17 87.323636 89.580000
18 5 87.192727 88.791818
19 15 87.174545 88.164545
20 26 86.952727 87.818182
21 21 86.855455 89.547273
22 3 86.812727 89.104545
23 25 86.771818 88.963636
24 22 86.616364 88.320000
25 24 86.063636 88.215455
Code 
# result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72

result_merged_mwu_best = pd.concat([result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]

df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')


# result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72

result_merged_mwu_std = pd.concat([result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)

Overall reported results:

Code 
df = pd.merge(result_merged_mwu_best, result_merged_mwu_std, on=['bit'])
df_report = df[['bit','valid_score','valid_score_std']]
df_report.to_csv('paper images/df_report.csv', index=False)

html_table = df_report.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
bit valid_score valid_score_std
0 16 84.730734 1.500780
1 24 86.111124 0.765216
2 32 86.607196 0.659482
3 40 86.907559 0.740732
4 48 87.035604 0.670591
5 56 87.252600 0.671579
6 64 87.276058 0.577598
7 72 87.572867 0.674369
Code 
# import matplotlib.pyplot as plt
# import seaborn as sns
# import pandas as pd

# # import matplotlib.font_manager
# # matplotlib.font_manager.findSystemFonts(fontpaths=None, fontext='ttf')

# sns.set_style("white")

# SMALL_SIZE = 7
# MEDIUM_SIZE = 7
# BIGGER_SIZE = 7

# plt.rc('font', size=SMALL_SIZE)          # controls default text sizes
# plt.rc('axes', titlesize=SMALL_SIZE)     # fontsize of the axes title
# plt.rc('axes', labelsize=MEDIUM_SIZE)    # fontsize of the x and y labels
# plt.rc('xtick', labelsize=SMALL_SIZE)    # fontsize of the tick labels
# plt.rc('ytick', labelsize=SMALL_SIZE)    # fontsize of the tick labels
# plt.rc('legend', fontsize=SMALL_SIZE)    # legend fontsize
# #plt.rc('figure', titlesize=BIGGER_SIZE)
# # Data
# # Create the plot
# fig, ax = plt.subplots(figsize=(10/3, 3))
# sns.set_style("whitegrid")
# plt.legend(loc = 'upper left')
# # Show the plot
# plt.rc('font', family='Nimbus Roman')

# df = pd.merge(result_merged_mwu_best, result_merged_mwu_std, on=['bit'])
# df = df.query('bit!=8')
# # Create line plot
# sns.lineplot(data=df, x='bit', y='test_score',label='Test',  color='blue')
# sns.lineplot(data=df, x='bit', y='valid_score',label='Valid',  color='red')
# # sns.lineplot(data=df, x='bit', y='valid_score_std',  color='blue')
# # sns.lineplot(data=df, x='bit', y='test_score_std',  color='red')
# # Fill standard deviation envelopes for 'test_score' and 'valid_score'
# plt.fill_between(df['bit'], df['test_score'] - df['test_score_std'], df['test_score'] + df['test_score_std'], color='#439CEF')
# plt.fill_between(df['bit'], df['valid_score'] - df['valid_score_std'], df['valid_score'] + df['valid_score_std'], color='#ffbaba')

# plt.scatter(72, df['test_score'].iloc[7], color='blue', marker='o', s=25)
# plt.scatter(72, df['valid_score'].iloc[7], color='red', marker='o', s=25)

# ax.set_ylabel('mAP')
# ax.set_xlabel('Bit size')
# ax = plt.gca()
# # Set y-axis to start from a specific value
# plt.ylim(85, 93)

# # Set x-axis labels and ticks
# x_labels = np.unique(np.array(df.bit))
# plt.xticks(ticks=x_labels, labels=x_labels)
# plt.grid(False)
# # Show the plot
# plt.tight_layout()
# plt.savefig('paper images/valid_test.svg',format='svg', dpi=1200)
# plt.show()

print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe().iloc[1:3]

html_table = res.to_html(index=True)

# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
    {html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
average performance for all the 26 discriptors in 72 bit:
valid_score test_score
mean 87.572867 88.925979
std 0.674369 0.700433